{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "eleven-voluntary",
   "metadata": {},
   "source": [
    "### Bar chart with Plotly Express"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "flying-polymer",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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/mzx1+GWn81FUPYGHzp0vi86aQeCtXutZMQIIeCyQV+AdN3Z0pJDefxs/zix+IVv6XWHNo89+9NyL9S0MJhQn9wLf99c3ySNffZotDR5fY15NjcDrVTuCnAyBN8i2sigEECi5wHACb8mXXOrp85QGZfsIvEpAhlsFCLxWIgoQQACB3AUIvLmTq05I4FXxiRB4lYAMtwoQeK1EFCCAAAK5CxB4cydXnZDAq+Ij8Cr5GO4gQOB1QKIEAQQQyFmAwJszuPJ0BF4lIHd4lYAMtwoQeK1EFCCAAAK5CxB4cydXnZDAq+LjDq+Sj+EOAgReByRKEEAAgZwFCLw5gytPR+BVAnKHVwnIcKsAgddKRAECCCCQuwCBN3dy1QkJvCo+7vAq+RjuIEDgdUCiBAEEEMhZgMCbM7jydAReJSB3eJWADLcKEHitRBQggAACuQtkGXhrNZGf7z8lJ465v6/8eyePkPFnjcjdoSwnJPAqO0XgVQIy3CpA4LUSUYAAAgjkLpBl4D3VV5N/+uZx+e6/uAXYCRNqcsN/GiEXnT8qVwfzFsa3d2+Ue7o6ZOb01tPObd79bceu5+rv9pbr5FInI/Aq9Qm8SkCGWwUIvFYiChBAAIHcBbIOvE8+dUK++a0Wp3VNPKcmN3UQeAfDIvA6XUoDFxF4lYAMtwoQeK1EFCCAAAK5CxB4RbjDm/tlV9wJCbzF2VflzATeqnSadSKAQJkEQgu89/X0ysOPb623YNGCtvpWBBNsO1etl9f2vSnnTZ0sPWtXRFsYGgXewY5TZH+5w6vUJ/AqARluFSDwWokoQAABBHIXCCnwmr22vVu2yYY1t8jECeMluff26LFjsnz1/bKis13mzp4lO3fvka7ujVHoNR/JPbyDHWfc2NG59yh5QgKvkp/AqwRkuFWAwGslogABBBDIXSCUwHvk6HG5c90maZtzqSxZOC9yTAbeH+95Sdb39NbDcLL+tz7w/nrgbZ167qDHIfDmfok294QE3uZ6crTTBQi8XBUIIICAfwKhBd6li+dHd3AbBd4ntmzr96QFs21hxgXTpFHgHeg4BF7/ruEhzYjAOyQuiochQOAdBhpDEEAAgYwFQgu83OHN+IIp++EJvGXvoP/zJ/D63yNmiAAC1RMIJfCm7+iaz80WB/Nx18plEu/hbV88P9ryYNvDGz93N30c7vCW/GeEwFvyBpZg+gTeEjSJKSKAQOUEQgq88b7cp57ZET2FYV7bb8nZZ46VWzvbo766PqWh0XHeeecwbzwRwk8HgTeELvq9BgKv3/1hdgggUE2BkAJvuoPxHt34RWwhdJinNCi7SOBVAjLcKkDgtRJRgAACCOQukHXg/d8/OCm/+EXNaV2jRtXkw5eNlPOnDe+thZN3cM0Jb7xuYf3urtMESlBE4FU2icCrBGS4VYDAayWiAAEEEMhdIMvAaxbTV6tJzS3vRmsfOcLtbYhzh/LkhAReZSMIvEpAhlsFCLxWIgoQQACB3AWyDry5LyjwExJ4lQ0m8CoBGW4VIPBaiShAAAEEchcg8OZOrjohgVfFJ0LgVQIy3CpA4LUSUYAAAgjkLkDgzZ1cdUICr4qPwKvkY7iDAIHXAYkSBBBAIGcBAm/O4MrTEXiVgNzhVQIy3CpA4LUSUYAAAgjkLkDgzZ1cdUICr4qPO7xKPoY7CBB4HZAoQQABBHIWyDLwmqczvLt3r9SOH3NaVU1aZMx7z5UxZ5/tVF/FIgKvsuvc4VUCMtwqQOC1ElGAAAII5C6QZeA91VeTg08+Ji1P9zqtqzZpioy+6Q45e8YMp3rXIvMGFObDvOOaeUvh9T29smHNLTJxwnjXQ3hTR+BVtoLAqwRkuFWAwGslogABBBDIXSDrwPvLr26Sln98xGldtXOnyRmr1snZMy5yqnctIvC6SlWgjsBbgSYXvEQCb8EN4PQIIIBAA4EqBN7ksrnDW/EfAwJvxS+AHJZP4M0BmVMggAACQxQIKfAO9NbCA93h/c7/+qHs2PWc3LVymYwbOzqSS9YeOXpc7ly3SZ56Zkf0vbtXLZMlC+fV6945fFTeeedw9P3k94bYgiGVs6VhSFynFxN4lYAMtwoQeK1EFCCAAAK5C4QSeONwunTxfJk7e5aYz//hqe/KHy76lGz48tci1/QeXvO1rns3ysqbrpWZ01vlwMFD9c9bp54bhd1pUyZF45LfM7UmGG/99r9Jz9oV0di8Pgi8SmkCrxKQ4VYBAq+ViAIEEEAgd4FQAq8JpMtX3y/ti+fX78LGmIPt4TXfm3HBtGiM2e7wxJZt0R3fvfvekNu7N8o9XR31QJusTR4zz6YReJXaBF4lIMOtAgReKxEFCCCAQO4CoQReA5fe0vDoA6uju72DBd5kyDV3guPwmz5W3Jh46wKBN/dLtTknJPA2x5GjDCxA4OXqQAABBPwTCCnwJnWTL057ZPM3om81eixZvFXhxusWRnd3u/78+uhxZSbwrntws3Tf1tHw8WUEXv+uZacZEXidmChSCBB4FXgMRQABBDISCCXwmuC69Zkdcv2SqyIp18Brap/cul2+uW2n/ObMC6JQbD7iPcHxHt74DvILP/25fGb+5f3uGmfUmoaHZUuDUpvAqwRkuFWAwGslogABBBDIXSCUwJt+osJ5UyfXX1Bmew5vvH2hu6sj2gIRf7geM8+mEXiV2gReJSDDrQIEXisRBQgggEDuAqEE3tzhCjohgVcJT+BVAjLcKkDgtRJRgAACCOQukHXgPfiv3xN5/VWndfWdMUbGzmmTs88/36m+ikUEXmXXCbxKQIZbBQi8ViIKEEAAgdwFsgy8ZjF9tZrUau7LGjmixb24gpUEXmXTCbxKQIZbBQi8ViIKEEAAgdwFsg68uS8o8BMSeJUNJvAqARluFSDwWokoQAABBHIXIPDmTq46IYFXxSdC4FUCMtwqQOC1ElGAAAII5C5A4M2dXHVCAm+CL36MhvmSeXu8cWNHR981z5m7Y+2m6H8vWtDW73sEXtX1x2AHAQKvAxIlCCCAQM4CBN6cwZWnI/D+GjD5zLhkqE0+gNm8g0j6HUIIvMorkOFWAQKvlYgCBBBAIHcBAm/u5KoTEnh/zWeCrHkfaPOxY9dz9bu48deXLJwXfS8dgAm8quuPwQ4CBF4HJEoQQACBnAWyDLzm6Qz//u5BOXLqpNuqaiLTx50tk8aMcauvYBWBV6TfXVuzfSEOvOZ6uHPdJmmbc6nEgde8q8jt3Rvlnq4OmTm9lT28FfyhyXvJBN68xTkfAgggYBfIMvCe6qvJPT//gfztW8/aJyIi7xt1ljx64QL5rfdMcqpPF6X/ej2sg3g+qPKB1wTcl199vf4e0I0C79LF8+tvmZcOvCdP9alafOJkn7T/9H/K/3j3ZdVxGByuwKZpV8rnpv6GtPCIxXCbzMoQQKB0AqNGjshszibw/tWrO+XeN3Y5nePCUWfL1y9aKLPfM9mpnsA7LKZyDzL/qnn48a2nLcLs4139Z5+TNV98bNA7vPvfPqYCMA+W/pPXvyNPHSbwqiADHvzQlCvkmrMvEiHwBtxlloYAAmUTmHJOdtsHCLzNvxoqf4c3TZq8w2ue0sAe3uZfdBxxaAJsaRiaF9UIIIBAHgJZb2nI+w7v6/vfkp/t3S/PPv+SnDd1svSsXRFt3Yz/sn31Vb8t3V/8ilx2ycWyYc0t8tbbh6Rz1Xp5bd+b/eoPHDwky1ffL1d/+uPyaO/T0feTDwNIPvkq7tON1y2M/tKefICA+d7dq5bVt5Rqe0rgTQmmAy9PadBeYozXChB4tYKMRwABBJovEFrg/f7uPVGQNU+kSmahvfveiILtwis/Vt/+GYfaFZ3t0ZZPk5W6ujdGIXnSOeOjwHth65ToAQDmI/16qLgbyW2irVPPjeqmTZkUnceco+vejbLypmuj4K39IPBaAq/5Ns/h1V5mjNcIEHg1eoxFAAEEshEILfAaJRM0zUcyiJrPky/WN5+nbwbGd2bNi/yv+MSHo8Abh2FTn/5ruflaHJrbF8+P7uKmXyM10LjhdpPAO1y5X4/jsWRKQIZbBQi8ViIKEEAAgdwFQg68yburAwXeJ7Zs6/dGXHGodQ286SdDmMAbb5FINrNZ2xoIvMofEQKvEpDhVgECr5WIAgQQQCB3gZADb9Z3eNPbR+O7yuse3Czdt3VE2yqa/UHgVYoSeJWADLcKEHitRBQggAACuQuEHHiTd18bbTVIb0dotId3oC0NjY5nmhdvi4j38MYh+IWf/lw+M/9ydX8JvEpCAq8SkOFWAQKvlYgCBBBAIHeB0AJv8hGtyacqDBRQk1sQkk91SL+gzTQmuYe30eNgB3pKQ/K42gYTeJWCBF4lIMOtAgReKxEFCCCAQO4CIQXe3PEKOCGBV4lO4FUCMtwqQOC1ElGAAAII5C6QdeDt3f9TeeH4Aad1jZWRcvXEGXLJ+HOc6qtYROBVdp3AqwRkuFWAwGslogABBBDIXSDLwGsWY96JtVZzX9bIEbwd52BaBF73a6lhJYFXCchwqwCB10pEAQIIIJC7QNaBN/cFBX5CAq+ywQReJSDDrQIEXisRBQgggEDuAgTe3MlVJyTwqvhECLxKQIZbBQi8ViIKEEAAgdwFCLy5k6tOSOBV8RF4lXwMdxAg8DogUYIAAgjkLEDgzRlceToCrxKQO7xKQIZbBQi8ViIKEEAAgdwFCLy5k6tOSOBV8XGHV8nHcAcBAq8DEiUIIIBAzgIE3pzBlacj8CoBucOrBGS4VYDAayWiAAEEEMhdgMCbO7nqhAReFV8T7vD21eRr77wgb506opwJw0MVuGzMZLn8zPeFujzWhQACCJRSgMBbrrYReJX9asYd3tFf/TsZ+dxO5UwYHqrAiT/6Uzn1wTYRnikeaotZFwIIlFCAwFuuphF4lf1qRuAd+9DdMvKH25UzYXioAsf+5A459ZF5BN5QG8y6EECglAIE3nK1jcCr7BeBVwnIcKsAgddKRAECCCCQuwCBN3dy1QkJvCq+JuzhFRHu8CqbEPhwAm/gDWZ5CCBQSgECb7naRuBV9os7vEpAhlsFCLxWIgoQQACB3AUIvLmTq05I4FXxcYdXycdwBwECrwMSJQgggEDOAgTenMGVpyPwKgG5w6sEZLhVgMBrJaIAAQQQyF2AwJs7ueqEBF4VH3d4lXwMdxAg8DogUYIAAgjkLEDgzRlceToCrxKQO7xKQIZbBQi8ViIKEEAAgdwFCLy5k6tOSOBV8XGHV8nHcAcBAq8DEiUIIIBAzgIE3pzBlacj8CoBucOrBGS4VYDAayWiAAEEEMhdgMCbO7nqhAReFR93eJV8DHcQIPA6IFGCAAII5CxA4M0ZXHk6Aq8SkDu8SkCGWwUIvFYiChBAAIHcBQi8uZOrTkjgVfFxh1fJx3AHAQKvAxIlCCCAQM4CBN6cwZWnI/AqAbnDqwRkuFWAwGslogABBBDIXYDAmzu56oQEXhUfd3iVfAx3ECDwOiBRggACCOQsQODNGVx5OgKvEpA7vEpAhlsFCLxWIgoQQACB3AUIvLmTq05I4FXxcYdXycdwBwECrwMSJQgggEDOAgTenMGVpyPwKgG5w6sEZLhVgMBrJaIAAQQQyF2AwJs7ueqEBF4VH3d4lXwMdxAg8DogUYIAAgjkLEDgzRlceToCrxKQO7xKQIZbBQi8ViIKEEAAgdwFCLy5k6tOSOBV8XGHV8nHcAcBAq8DEiUIIIBAzgIE3pzBlacj8CoBucOrBGS4VYDAayWiAAEEEMhdgMCbO7nqhAReFR93eJV8DHcQIPA6IFGCAAII5CxA4M0ZXHk6Aq8SkDu8SkCGWwV8Cbwt0iLSUrPOl4IKC9RapCZ+XCMtLRXuA0sfVCC6QptwmRJ4y3WhEXiV/SLwKgEZbhXwJfC+cPKgrDvwQ3mz76h1zhRUT2DyiLGy8pwPy/vPmFD44r9z5D/k7375bOHzYAJ+CswdM01WnTPb/BNe9UHgVfHlPvquVfUAACAASURBVJjAqyQn8CoBGW4V8CXw/vuJt+X61/9ZXjt12DpnCqon0DryLHls6lXym6PPKXzxW959Rf70F98pfB5MwE+Bq8+6SL703k8ReP1sT2azIvAqaQm8SkCGWwUIvFYiCjwQIPB60ASm4CRA4HViCq6IwKtsKYFXCchwqwCB10pEgQcCBF4PmsAUnAQIvE5MwRUReJUtJfAqARluFSDwWoko8ECAwOtBE5iCkwCB14kpuCICr7KlBF4lIMOtAgReKxEFHggQeD1oAlNwEiDwOjEFV0TgVbaUwKsEZLhVgMBrJaLAAwECrwdNYApOAgReJ6bgigi8ypYSeJWADLcKEHitRBR4IEDg9aAJTMFJgMDrxBRcEYFX2VICrxKQ4VYBAq+ViAIPBAi8HjSBKTgJEHidmIIrIvAqW0rgVQIy3CpA4LUSUeCBAIHXgyYwBScBAq8TU3BFBF5lSwm8SkCGWwUIvFYiCjwQIPB60ASm4CRA4HViCq6IwKtsKYFXCchwqwCB10pEgQcCBF4PmsAUnAQIvE5MwRUReJUtJfAqARluFSDwWoko8ECAwOtBE5iCkwCB14kpuCICr7KlBF4lIMOtAgReKxEFHggQeD1oAlNwEiDwOjEFV0TgFZH7enrl4ce31pv76AOrZe7sWfXPn9y6Xe5Yuyn6fNGCNrlr5TIZN3Z09DmBN7ifCe8WROD1riVMqIEAgZfLoiwCBN6ydKq586x84D1w8JA8svkbsvzzfxCF2Bdf2Su3d2+Ue7o6ZOb0Vtm5e4+s7+mVDWtukYkTxkfh2Hzc2tlO4G3utcjRBhAg8HJplEGAwFuGLjFHI0DgreZ1UPnAm267CcDLV98vKzrbo7u8JuDOuGCaLFk4LypNB2Du8FbzByfPVRN489TmXMMVIPAOV45xeQsQePMW9+N8BN5UH0yg7ereKD1rV0jr1HPlznWbpG3OpfXAm74DTOD140IOeRYE3pC7G87aCLzh9DL0lRB4Q+9w4/UReH/tYoJs56r18tq+NyXew3vk6PEo8C5dPL++pzcdeA8dOam6ck711aTvi3fKiB9sVx2HweEKnOz8Kxn98SulpaXYNf7o3Tdl6c+fltdOHS52IpzdSwETeHvP/1350FmTCp1frSbS+9aL0rHv24XOg5P7K7D4rIvkyxcskFEjdL9Ux48b5e8imdlpAgTeFElyS8MHZ11svcN76PAJ1WUVBd6//WsCr0ox7MFR4G27ovjAe/gtAm/Yl5pqdVHgfd9n/Ai8B14i8Kq6GfbgKPCef6U+8J55RthQga2OwNugocl9u+zhDeyKL+Fy2NJQwqZVcMpsaahg00u6ZLY0lLRxymlXPvCaLQrPfG+XfOFziyPKeGtDd1dHtI2BpzQorzCGqwUIvGpCDpCDAIE3B2RO0RQBAm9TGEt3kMoH3nif7lPP7Kg3j+fwlu46DnrCBN6g2xvM4gi8wbQy+IUQeINvccMFVj7watvOUxq0goy3CRB4bUJ83wcBAq8PXWAOLgIEXhel8GoIvMqeEniVgAy3ChB4rUQUeCBA4PWgCUzBSYDA68QUXBGBV9lSAq8SkOFWAQKvlYgCDwQIvB40gSk4CRB4nZiCKyLwKltK4FUCMtwqQOC1ElHggQCB14MmMAUnAQKvE1NwRQReZUsJvEpAhlsFCLxWIgo8ECDwetAEpuAkQOB1YgquiMCrbCmBVwnIcKsAgddKRIEHAgReD5rAFJwECLxOTMEVFRZ4zTuadd27UVbedK3MnN7aD9Y8+/aJLdvkrpXLZNzY0V6jE3i9bk8QkyPwBtHG4BdB4A2+xcEskMAbTCuHtBAvA69584d1D26W7ts6ZOKE8UNaUN7FBN68xat3PgJv9XpexhUTeMvYtWrOmcBbzb57GXif3Lpddux6jju81bwmWXVKgMDLJVEGAQJvGbrEHI0Agbea10HugTd+697X9r05oPh5UydLz9oVp2118LFF3OH1sSthzYnAG1Y/Q10NgTfUzoa3LgJveD11WVHugTee1GB7eF0m7ksNgdeXToQ7DwJvuL0NaWUE3pC6GfZaCLxh93eg1RUWeEPhJvCG0kl/10Hg9bc3zOz/CxB4uRrKIkDgLUunmjtPAq/Sk8CrBGS4VYDAayWiwAMBAq8HTWAKTgIEXiem4IoKDbxmW8Py1ffLs8+/dBrsZZdcLBvW3MJTGoK75FjQUAUIvEMVo74IAQJvEeqcczgCBN7hqJV/TKGB976e3kjw1s720kpyh7e0rSvNxAm8pWlVpSdK4K10+0u1eAJvqdrVtMkWFnh50dqvelgTkbEP3S0jf7i9aU3lQGEJEHjD6meoqyHwhtrZ8NZF4A2vpy4rIvC6KA1Swx1eJSDDrQIEXisRBR4IEHg9aAJTcBIg8DoxBVdUWOA1kmZLw4wLpsmShfNKC0vgLW3rSjNxAm9pWlXpiRJ4K93+Ui2ewFuqdjVtsoUGXvMmFF958luycvm1Mm7s6KYtKs8DEXjz1K7muQi81ex72VZN4C1bx6o7XwJvNXtfWOAd7AkNphU8paGaFySrPl2AwMtVUQYBAm8ZusQcjQCBt5rXQWGBNxRu7vCG0kl/10Hg9bc3zOz/CxB4uRrKIkDgLUunmjtPAq/Sk8CrBGS4VYDAayWiwAMBAq8HTWAKTgIEXiem4IoKC7xsafjVtcRjyYL7mWr6ggi8TSflgBkIEHgzQOWQmQgQeDNh9f6ghQXegWSOHD0u6zZsluuXfFpmTm/1HpA7vN63qPQTJPCWvoWVWACBtxJtDmKRBN4g2jjkRXgXeM0Knty6XV5+9fVSvAMbgXfI1xwDhihA4B0iGOWFCBB4C2HnpMMQIPAOAy2AIV4GXvO4snUPbpbu2zpk4oTxXjMTeL1uTxCTI/AG0cbgF0HgDb7FwSyQwBtMK4e0EALvkLhOLybwKgEZbhUg8FqJKPBAgMDrQROYgpMAgdeJKbgiLwOveQc283FrZ7v34ARe71tU+gn6EnhfOXZAth/dK8f7TpXelAU0X2BMy0j55NjzZPrYSc0/+BCPuOXdV+RPf/GdIY6ivCoCBN6qdLr/OgsLvIM9pWHRgja5a+WyUrz7GoG3mj84ea7al8A74vWfyRmPPSAth97Kc/mcqyQCtfdMkuPX3yy1aRcWPmMCb+Et8HoCBF6v25PZ5AoLvJmtKOcDE3hzBq/g6bwJvHtfltFf7JIRb79RwS6wZJtA38T3yvE/65a+86bbSjP/PoE3c+JSn4DAW+r2DXvyhQfenbv3yA03r+m3gEcfWC1zZ88a9qLyHEjgzVO7muci8Faz72VbNYG3bB2r7nwJvNXsfaGB14Td9T29smHNLfWnMZgnNHSuWi83ff4aWbJwnvddIfB636LST5DAW/oWVmIBBN5KtDmIRRJ4g2jjkBdRWOA1bzBx57pNsnTx/NPu5pog/MSWbaXYx0vgHfI1x4AhChB4hwhGeSECBN5C2DnpMAQIvMNAC2BIYYHXvGit696NsvKma097R7WqPYd3zD89KiNefDaAy4klZCFw/DPXSt8lc0Vasji6+zFHsIfXHauClQTeCja9pEsm8Ja0ccppFxZ4ucP7q87VRGTXD0bKG7wOSHkphzv8kt88JdPNC98JvOE2OYCVEXgDaGJFlkDgrUijU8ssLPCaeZi3EO7dsq3ye3h7nxgpP3m+4DRTzeu/FKv+7B+dkg9cUiPwlqJb1Z0kgbe6vS/bygm8ZetYc+ZbaOA1S+ApDSIE3uZczKEehcAbamfDWheBN6x+hrwaAm/I3R14bYUH3rKzN+NFawTesl8F2c6fwJutL0dvjgCBtzmOHCV7AQJv9sY+noHAq+wKgVcJyHCrAIHXSkSBBwIEXg+awBScBAi8TkzBFRUaeO/r6ZXX97/V7/Fj8YvZ2uZcWpnn8HKHN7ifq6YuiMDbVE4OlpEAgTcjWA7bdAECb9NJS3HAwgIvT2n41fVhntJA4C3Fz0phkyTwFkbPiYcgQOAdAhalhQoQeAvlL+zkhQVensNL4C3sqi/ZiQm8JWtYRadL4K1o40u4bAJvCZvWhCkXFni5w0vgbcL1W4lDEHgr0ebSL5LAW/oWVmYBBN7KtLrfQgsLvGYW5pFkXd0bpWftivq7rZl3WetctV5u+vw17OGt5jXJqlMCBF4uiTIIEHjL0CXmaAQIvNW8DgoNvIY8Driv7Xuz3oFHH1gtc2fPKkVHeEpDKdpU6kkSeEvdvspMnsBbmVaXfqEE3tK3cFgLKDzwDmvWHg0i8HrUjECnQuANtLGBLYvAG1hDA14OgTfg5g6yNAKvsu8EXiUgw60CBF4rEQUeCBB4PWgCU3ASIPA6MQVXROBVtpTAqwRkuFWAwGslosADAQKvB01gCk4CBF4npuCKCLzKlhJ4lYAMtwoQeK1EFHggQOD1oAlMwUmAwOvEFFwRgVfZUgKvEpDhVgECr5WIAg8ECLweNIEpOAkQeJ2Ygisi8CpbSuBVAjLcKkDgtRJR4IEAgdeDJjAFJwECrxNTcEUEXmVLCbxKQIZbBQi8ViIKPBAg8HrQBKbgJEDgdWIKrojAq2wpgVcJyHCrAIHXSkSBBwI+Bd5vH9krD/7yRx6oMAUfBS4fM01WnjNbWpSTa508TnkEhucpQOBVahN4lYAMtwoQeK1EFHgg4FPgHfnCszJq9/c8UGEKPgqcmHaRnPqd3yPw+ticDOdE4FXiEniVgAy3ChB4rUQUeCDgVeDdtV3G/P3dHqgwBR8FTs75lBz7k78k8PrYnAznVPnAe+Tocblz3SZ56pkddeb0Wxs/uXW73LF2U/T9RQva5K6Vy2Tc2NHR5wTeDK9ODh0JEHi5EMogQOAtQ5eYoxEg8FbzOqh84D1w8JA8svkbsvzzfxCF2J2790hX90bpWbtCZk5vjT5f39MrG9bcIhMnjJf7enqjK+XWznYCbzV/ZnJfNYE3d3JOOAwBAu8w0BhSiACBtxD2wk9a+cCb7oAJwMtX3y8rOttl7uxZUcCdccE0WbJwXlSaDsDc4S38Gg5+AgTe4FscxAIJvEG0sRKLIPBWos2nLZLAmyJ58ZW9cnv3Rrmnq0Nap54bbXdom3NpPfAmv2/uAO9/+6jqyumr1eTxr46Unzyvfb2oahoM9ljg2qV98qEP1ES94Uy7xv94WUb919Uy4u03tEdifIACJvCe+PNuaXnfjGJXVxOp7fqujHmIPbzFNsLfs5vAe/ILfykjWnT/3Z1yzlh/F8nMCLyDXQPxft444MafL108P7rbaz7SgffEyT7VZXXiVJ/0PNJH4FUphj34c5+tyW/PHSXK381qpMMvvSin/stKAq9aMswDmMA7csVaOfPimYUusFYTOfS9b8nIL/1NofPg5P4KnProp2TcX9wlZ4wcoZrkGaN041UnZ/CQBbjD+2uyONxOmzKpvj83HYAbBV62NAz5mmPAEAXY0jBEMMoLEWBLQyHsnHQYAmxpGAZaAEMIvCLSKOzGvWUPbwBXecmXQOAteQMrMn0Cb0UaHcAyCbwBNHEYS6h84G10FzfpyFMahnFVMaSpAgTepnJysIwECLwZwXLYpgsQeJtOWooDVj7wmj25navWy2v73uzXsBuvW1jf2sBzeEtxLQc7SQJvsK0NamEE3qDaGfRiCLxBt3fAxVU+8Grbzh5erSDjbQIEXpsQ3/dBgMDrQxeYg4sAgddFKbwaAq+ypwReJSDDrQIEXisRBR4IEHg9aAJTcBIg8DoxBVdE4FW2lMCrBGS4VYDAayWiwAMBAq8HTWAKTgIEXiem4IoIvMqWEniVgAy3ChB4rUQUeCBA4PWgCUzBSYDA68QUXBGBV9lSAq8SkOFWAQKvlYgCDwQIvB40gSk4CRB4nZiCKyLwKltK4FUCMtwqQOC1ElHggQCB14MmMAUnAQKvE1NwRQReZUsJvEpAhlsFCLxWIgo8ECDwetAEpuAkQOB1YgquiMCrbCmBVwnIcKsAgddKRIEHAgReD5rAFJwECLxOTMEVEXiVLSXwKgEZbhUg8FqJKPBAgMDrQROYgpMAgdeJKbgiAq+ypQReJSDDrQIEXisRBR4IEHg9aAJTcBIg8DoxBVdE4FW2lMCrBGS4VYDAayWiwAMBAq8HTWAKTgIEXiem4IoIvMqWEniVgAy3ChB4rUQUeCBA4PWgCUzBSYDA68QUXBGBV9lSAq8SkOFWAQKvlYgCDwQIvB40gSk4CRB4nZiCKyLwKltK4FUCMtwqQOC1ElHggQCB14MmMAUnAQKvE1NwRQReZUsJvEpAhlsFCLxWIgo8ECDwetAEpuAkQOB1YgquiMCrbCmBVwnIcKsAgddKRIEHAgReD5rAFJwECLxOTMEVEXiVLSXwKgEZbhUg8FqJKPBAgMDrQROYgpMAgdeJKbgiAq+ypQReJSDDrQIEXisRBR4IEHg9aAJTcBIg8DoxBVdE4FW2lMCrBGS4VYDAayWiwAMBAq8HTWAKTgIEXiem4IoIvMqWEniVgAy3ChB4rUQUeCBA4PWgCUzBSYDA68QUXBGBV9lSAq8SkOFWAQKvlYgCDwQIvB40gSk4CRB4nZiCKyLwKltK4FUCMtwqQOC1ElHggQCB14MmMAUnAQKvE1NwRQReZUsJvEpAhlsFCLxWIgo8ECDwetAEpuAkQOB1YgquiMCrbCmBVwnIcKsAgddKRIEHAgReD5rAFJwECLxOTMEVEXiVLSXwKgEZbhUg8FqJKPBAgMDrQROYgpMAgdeJKbgiAq+ypQReJSDDrQIEXisRBR4IEHg9aAJTcBIg8DoxBVdE4FW2lMCrBGS4VYDAayWiwAMBAq8HTWAKTgIEXiem4IoIvMqWEniVgAy3ChB4rUQUeCBA4PWgCUzBSYDA68QUXBGBV9lSAq8SkOFWAQKvlYgCDwQIvB40gSk4CRB4nZiCKyLwKltK4FUCMtwqQOC1ElHggQCB14MmMAUnAQKvE1NwRQReZUsJvEpAhlsFCLxWIgo8ECDwetAEpuAkQOB1YgquiMCrbCmBVwnIcKsAgddKRIEHAgReD5rAFJwECLxOTMEVEXiVLSXwKgEZbhUg8FqJKPBAgMDrQROYgpMAgdeJKbgiAq+ypQReJSDDrQIEXisRBR4IEHg9aAJTcBIg8DoxBVdE4FW2lMCrBGS4VYDAayWiwAMBAq8HTWAKTgIEXiem4IoIvMqWEniVgAy3ChB4rUQUeCBA4PWgCUzBSYDA68QUXBGBV9lSAq8SkOFWAQKvlYgCDwQIvB40gSk4CRB4nZiCKyLwKltK4FUCMtwqQOC1ElHggQCB14MmMAUnAQKvE1NwRQReZUsJvEpAhlsFCLxWIgo8ECDwetAEpuAkQOB1YgquiMCrbCmBVwnIcKsAgddKRIEHAgReD5rAFJwECLxOTMEVEXiVLSXwKgEZbhUg8FqJKPBAgMDrQROYgpMAgdeJKbgiAq+ypQReJSDDrQIEXisRBR4IEHg9aAJTcBIg8DoxBVdE4FW2lMCrBGS4VYDAayWiwAMBAq8HTWAKTgIEXiem4IoIvMqWEniVgAy3ChB4rUQUeCBA4PWgCUzBSYDA68QUXBGBV9lSAq8SkOFWAQKvlYgCDwQIvB40gSk4CRB4nZiCKyLwKltK4FUCMtwqQOC1ElHggQCB14MmMAUnAQKvE1NwRQReZUsJvEpAhlsFCLxWIgo8ECDwetAEpuAkQOB1YgquiMCrbCmBVwnIcKsAgddKRIEHAgReD5rAFJwECLxOTMEVEXiVLSXwKgEZbhUg8FqJKPBAgMDrQROYgpMAgdeJKbgiAq+ypQReJSDDrQIEXisRBR4IEHg9aAJTcBIg8DoxBVdE4FW2lMCrBGS4VYDAayWiwAMBAq8HTWAKTgIEXiem4IoIvMqWEniVgAy3ChB4rUQUeCBA4PWgCUzBSYDA68QUXBGBV9lSAq8SkOFWAQKvlYgCDwQIvB40gSk4CRB4nZiCKyLwKltK4FUCMtwqQOC1ElHggQCB14MmMAUnAQKvE1NwRQTeREvv6+mVGRdMkyUL5/Vr9JNbt8sdazdFX1u0oE3uWrlMxo0dHX1O4A3uZ8K7BRF4vWsJE2ogQODlsiiLAIG3LJ1q7jwJvCKSDLR3r1rWL/Du3L1H1vf0yoY1t8jECePFhGLzcWtnO4G3udciRxtAgMDLpVEGAQJvGbrEHI0Agbea1wGB13KHN33XNx2AucNbzR+cPFdN4M1Tm3MNV4DAO1w5xuUtQODNW9yP8xF4Bwm8R44elzvXbZK2OZfW7/q++Mpeub17o9zT1SEzp7eypcGP6zjoWRB4g25vMIsj8AbTyuAXQuANvsUNF0jgdQi8SxfPl7mzZ0WV6cB78lSf6so5cbJPvvRIn/zk+RbVcRgcrsDnPluTT1w+SloKvkTe/umrcupHO0VOHA8Xm5UNX+CM0TLqso/KhIsvHP4xmjCyVhP55fZvycgv/U0TjsYhQhQ49dFPyZl/cZecMWqEanmjRurGq07O4CELEHgdAu9gd3j3v31syOjJAX21mjz+1REEXpVi2IOvXdonH/qAiBQcePf/QuQfv94i77wbtjerG57A2WfX5JrfF5n23uGNb9qomkht1zYZ89DdTTskBwpLwNzhPfmFO2SE8i7ClHPGhAUT+GoIvIMEXvMt9vAG/hNQguX5sqVh/y9a5L89NkJ+eajg5F2CnlVxiu95T03++Po+mfLeWuHLH7lru4z5ewJv4Y3wdAJsafC0MRlPi8BrCbw8pSHjK5DDWwUIvFYiCjwQIPB60ASm4CRA4HViCq6IwJt6LJnp8HlTJ0vP2hXRi9LMB8/hDe66L9WCCLylaldlJ0vgrWzrS7dwAm/pWtaUCRN4lYw8lkwJyHCrAIHXSkSBBwIEXg+awBScBAi8TkzBFRF4lS0l8CoBGW4VIPBaiSjwQMCrwPuT/yNn/PPjHqgwBR8FTr3/Mjm++Ab164BbJ4/zcXnMaQABAq/y0iDwKgEZbhUg8FqJKPBAwKfA+8rPRJ7fM9IDFabgo8Dkc2vy0Y/0EXh9bE6GcyLwKnEJvEpAhlsFCLxWIgo8EPAp8P74uRHS+995RqoHl4WXU/jAB2rS/oenCLxedie7SRF4lbYEXiUgw60CBF4rEQUeCBB4PWgCU3ASIPA6MQVXROBVtpTAqwRkuFWAwGslosADAQKvB01gCk4CBF4npuCKCLzKlhJ4lYAMtwoQeK1EFHggQOD1oAlMwUmAwOvEFFwRgVfZUgKvEpDhVgECr5WIAg8ECLweNIEpOAkQeJ2Ygisi8CpbSuBVAjLcKkDgtRJR4IEAgdeDJjAFJwECrxNTcEUEXmVLCbxKQIZbBQi8ViIKPBAg8HrQBKbgJEDgdWIKrojAq2wpgVcJyHCrAIHXSkSBBwIEXg+awBScBAi8TkzBFRF4lS0l8CoBGW4VIPBaiSjwQIDA60ETmIKTAIHXiSm4IgKvsqUEXiUgw60CBF4rEQUeCBB4PWgCU3ASIPA6MQVXROBVtpTAqwRkuFWAwGslosADAQKvB01gCk4CBF4npuCKCLzKlhJ4lYAMtwoQeK1EFHggQOD1oAlMwUmAwOvEFFwRgVfZUgKvEpDhVgECr5WIAg8ECLweNIEpOAkQeJ2Ygisi8CpbSuBVAjLcKkDgtRJR4IEAgdeDJjAFJwECrxNTcEUEXmVLCbxKQIZbBQi8ViIKPBAg8HrQBKbgJEDgdWIKrojAq2wpgVcJyHCrAIHXSkSBBwIEXg+awBScBAi8TkzBFRF4lS0l8CoBGW4VIPBaiSjwQIDA60ETmIKTAIHXiSm4IgKvsqUEXiUgw60CBF4rEQUeCBB4PWgCU3ASIPA6MQVXROBVtpTAqwRkuFWAwGslosADAQKvB01gCk4CBF4npuCKCLzKlhJ4lYAMtwoQeK1EFHggQOD1oAlMwUmAwOvEFFwRgVfZUgKvEpDhVgECr5WIAg8ECLweNIEpOAkQeJ2Ygisi8CpbSuBVAjLcKkDgtRJR4IEAgdeDJjAFJwECrxNTcEUEXmVLCbxKQIZbBQi8ViIKPBAg8HrQBKbgJEDgdWIKrojAq2wpgVcJyHCrAIHXSkSBBwIEXg+awBScBAi8TkzBFRF4lS0l8CoBGW4VIPBaiSjwQIDA60ETmIKTAIHXiSm4IgKvsqUEXiUgw60CBF4rEQUeCBB4PWgCU3ASIPA6MQVXROBVtpTAqwRkuFWAwGslosADAQKvB01gCk4CBF4npuCKCLzKlhJ4lYAMtwoQeK1EFHggQOD1oAlMwUmAwOvEFFwRgVfZUgKvEpDhVgECr5WIAg8ECLweNIEpOAkQeJ2Ygisi8CpbSuBVAjLcKkDgtRJR4IEAgdeDJjAFJwECrxNTcEUEXmVLCbxKQIZbBQi8ViIKPBAg8HrQBKbgJEDgdWIKrojAq2wpgVcJyHCrAIHXSkSBBwIEXg+awBScBAi8TkzBFRF4lS0l8CoBGW4VIPBaiSjwQIDA60ETmIKTAIHXiSm4IgKvsqUEXiUgw60CBF4rEQUeCBB4PWgCU3ASIPA6MQVXROBVtpTAqwRkuFWAwGslosADAQKvB01gCk4CBF4npuCKCLzKlhJ4lYAMtwoQeK1EFHggQOD1oAlMwUmAwOvEFFwRgVfZUgKvEpDhVgECr5WIAg8ECLweNIEpOAkQeJ2Ygisi8CpbSuBVAjLcKkDgtRJR4IEAgdeDJjAFJwECrxNTcEUEXmVLCbxKQIZbBQi8ViIKPBAg8HrQBKbgJEDgdWIKrojAq2wpgVcJyHCrAIHXSkSBBwIEXg+awBScBAi8TkzBFRF4lS0l8CoBGW4VIPBaiSjwQIDA60ETmIKTAIHXiSm4IgKvsqUEXiUgw60CBF4rEQUeCBB4PWgCU3ASIPA6MQVXROBVtpTAqwRkuFWAwGslosADAQKvB01gCk4CBF4npuCKCLzKlhJ4lYAMPNCr7AAADoFJREFUtwoQeK1EFHggQOD1oAlMwUmAwOvEFFwRgVfZUgKvEpDhVgECr5WIAg8ECLweNIEpOAkQeJ2Ygisi8CpbSuBVAjLcKkDgtRJR4IEAgdeDJjAFJwECrxNTcEUEXmVLCbxKQIZbBQi8ViIKPBAg8HrQBKbgJEDgdWIKrojAq2wpgVcJyHCrAIHXSkSBBwIEXg+awBScBAi8TkzBFRF4lS0l8CoBGW4VIPBaiSjwQIDA60ETmIKTAIHXiSm4IgKvsqUEXiUgw60CBF4rEQUeCBB4PWgCU3ASIPA6MQVXROBVtpTAqwRkuFWAwGslosADAQKvB01gCk4CBF4npuCKCLwOLX1y63a5Y+2mqHLRgja5a+UyGTd2dPQ5gdcBkBKVAIFXxcfgnAQIvDlBcxq1AIFXTVjKAxB4LW3buXuPrO/plQ1rbpGJE8bLfT290YhbO9sJvKW85Ms3aQJv+XpWxRkTeKvY9XKumcBbzr5pZ03gtQiagDvjgmmyZOG8qDIdgLnDq70EGW8TIPDahPi+DwIEXh+6wBxcBAi8Lkrh1RB4B+npkaPH5c51m6RtzqX1wPviK3vl9u6Nck9Xh8yc3sqWhvB+JrxbEYHXu5YwoQYCBF4ui7IIEHjL0qnmzpPA6xB4ly6eL3Nnz4oq04FX247jJ/vkq187KT97VXskxocqcMU8kY9/ZLS0tBS7whdfOSn/9HSfHD5c7Dw4u58CZ54p8vu/N0JmXjiq0AnWaiL/+oMTsm17rdB5cHJ/BaZfKNJ+zSgZPWqEv5NkZk0XIPA6BN7B7vA2vSMcEAEEEEAAAQQQQKCpAgReC6dtD29Tu8HBEEAAAQQQQAABBJouQOC1kNqe0tD0jnBABBBAAAEEEEAAgaYKEHgdOAd7Dq/DcEoSAgcOHpLlq++XFZ3t9X3RACHgq0D6MYTJeTZ7P7+vBsyrmgLpmz3VVGDVIQkQeEPqpmIt5j/sDz++tX6E86ZOlp61K6InUWg+0oFhqIG3UX389IxpUybVn4esmSNjqy1ggmvnqvXy2r436xCPPrA6+gcZgbfa10ZRq49/xz31zI76FG68bmGuv+8IvEV1n/NmJUDgzUq2RMc1d7B37Hqu3zvImV92r+7dX38c23CX0+zA2+hRccOdG+MQMNf5DTevkTjgGhHzj6xHNn9Dln/+D2TDl78WIcVvNIMYAlkLxP/Iv3z2rH7X3UOPbZEFn5yjvgnhOn8Cr6sUdWURIPCWpVMZzdM1QA60rSP9Z934eOZRbubDhIn4w7wt881fWCq3/vXfydWf/rg82vt0dFct/XbNyaWm7/CmX0RoapN36JJ3puOx8blMrblr3Tr13Oj5yvHdk7tXLev3nOXk3b6876pk1GYO20DA5do319s7h4/KO+8cjq6X5PWVvvYHqzWnT/4VpVl/QaGx4Qk0ugHR6Hfis8+/FH05+fszviavvuq3pfuLX4m+n/wdlv5rRvr3W/L3vBl72SUX199lNP295D8Sw+sCKwpRgMAbYleHuCbzH+Kt3/63AbcwNHrh3uv734ruCO/d90a/N+JIBt5GfxKOQ+iFrVOi8eYj/eYeAwVec8f55Vdf73fXIx2IzVy7ujdGa5l0zvhov3B8rnFjR0t6O4QZ33XvRll507XRnZNvbvu+vP+i86P/Hf/Hoburg/3GQ7ymylDusgc3/bORDCPpa3+w2qPHjsnWZ3bI9UuuimhMbfwzZK5LPhAwAi7/CDO/48yH+f0a//5rXzw/+kd7/Dtr4ZUfi35Ppn8/Dvb7Lfm70/z+S/7eHztmjPzDU9+VP1z0KTHXq/k56N2yrR6G6R4CZRAg8JahSznMMb2HN3nXIL0tIRkUzNSS7zznGniTL1prdNc2XnLyz3uNQnk6jCf/g3HFJz582gvkGoWcgc7v8h+fHFrDKTISMNfCugc3S/dtHTJxwviGZ0lf++Z6e2LLtob/2BusNh1q+XNxRk0t+WHTvz9dlpO87gb7i1v85knxMdO/3xpdv+t7ehuGWpd/LLrMnRoE8hQg8OapXZJzpfeQpQNh8q5onoF3xgXTTrurkAwgcaiI5ztQ4E2/QMmsId7W0OjFIsktDyVpIdN0EHD5j3YzA2+8XzieWvLPxQ7TpaQCAq7/yE7foIi3JtgC72C/32zPnE9vh2BbTgUuyMCWSOANrKHNWk7yT7fpF+4UcYc3viOc/lPwcO7wDnRXL73dwfU/Ps0y5zj5Crj0t1mB98d7XqpvtUn/uXigu8v5anA2XwRse3jTvwNd7/B+cNbF0fax+Ok2Q7nD+9bbh6InmcTbu1z+seiLJ/NAIBYg8Fb8WjC/9NZt2CzXL/l0/dW/6V+E6b1dyV+4Zm9i8rm66Ve9p395N3rMmMuWhjjwNtqDa84f72FrtIc3uX2i0SPNzC/vF376c5nXNrvffuL0/riKXypBLn+oT2kY7pYGE3iTfx5mD2SQl1NTFmV7SsPXn/6X6Dxmj27699lgd3jjwNs259Jov2/691uj12p8f/eeaEuDCbzJrWvp/yY0ZeEcBIGMBQi8GQOX4fDpV9+aOaf/jD/Ym28k/1T72WuujF7Rbp7SkHxRhXlFcfIpDUPdw5usT7/wzbx4KN6m0OgpDek3uUj/WS85JrkW8/VzJ75H2n//CvXj2cpwHVR1jkN5Du9wA6+xTT4Z5Hcuv0wOHnqXF/1U9aKzrHuw5/Cmn0pjfkdd/uFLogBs29Jg+/2W3CphtknEgdf8FSL5vctmXRSt4J6ujtwek8algoBWgMCrFWQ8AggggAACCCCAgNcCBF6v28PkEEAAAQQQQAABBLQCBF6tIOMRQAABBBBAAAEEvBYg8HrdHiaHAAIIIIAAAgggoBUg8GoFGY8AAggggAACCCDgtQCB1+v2MDkEEEAAAQQQQAABrQCBVyvIeAQQQAABBBBAAAGvBQi8XreHySGAAAIIIIAAAghoBQi8WkHGI4AAAggggAACCHgtQOD1uj1MDgEEEEAAAQQQQEArQODVCjIeAQQQQAABBBBAwGsBAq/X7WFyCCCAAAIIIIAAAloBAq9WkPEIIIAAAggggAACXgsQeL1uD5NDAAEEEEAAAQQQ0AoQeLWCjEcAAQQQQAABBBDwWoDA63V7mBwCCCCAAAIIIICAVoDAqxVkPAIIIIAAAggggIDXAgRer9vD5BBAAAEEEEAAAQS0AgRerSDjEUCgMgJPbt0uO3Y9J3etXCbjxo6O1n3g4CFZvvp+aV88X5YsnFcZCxaKAAIIlEmAwFumbjFXBBAoVKBR4C10QpwcAQQQQMBJgMDrxEQRAgiUWeDI0eNy57pN0jbnUnn51dfl4ce3RstZtKCt393a+3p6698z37/skotlw5pbZOKE8bJz9x654eY1/RjuXrVMrvjEh6M7vCs622Xu7FnR9+PzPfXMjujz5HHM53Fwvvqqj0djzcd5UydLz9oVMnN6a5mpmTsCCCDgpQCB18u2MCkEEGimQDKAPvrA6iiYNtqK8NBjW2TBJ+fUQ6cJwK/vf6seigfb0hAH3vhc06ZMkls726NlmHG9W7bVw7P5/I61m+TG6xbWa9Lnaub6ORYCCCBQdQECb9WvANaPQAUEknd4k/tsTcg0H3EwTVO8+MpeWffgZum+rSO6y+sSeM2Y27s3yj1dHfXgHIfrOBQ3Oo65g7y+p7ceiivQFpaIAAII5CZA4M2NmhMhgEBRAq6BN70Vwcw3udXAJfCa4PrElm39tkqY45hwPeOCadEL2wi8RV0JnBcBBKoqQOCtaudZNwIVEnAJvObObOeq9bLwyo/V7/im79YSeCt00bBUBBAISoDAG1Q7WQwCCDQScAm8je7MpgNvo5r0dgW2NHANIoAAAv4JEHj96wkzQgCBJgu4Bt6u7o31JyXEY37w4/9b/5oJvMkaM8104HV90Vr6eb7s4W1y0zkcAgggkBAg8HI5IIBA8AIugdcgxE9PMP/b7N1dufyz8sjmb/R7AVry0WXax5Il38CCwBv8ZcgCEUCgQAECb4H4nBoBBBBAAAEEEEAgewECb/bGnAEBBBBAAAEEEECgQAECb4H4nBoBBBBAAAEEEEAgewECb/bGnAEBBBBAAAEEEECgQAECb4H4nBoBBBBAAAEEEEAgewECb/bGnAEBBBBAAAEEEECgQAECb4H4nBoBBBBAAAEEEEAgewECb/bGnAEBBBBAAAEEEECgQAECb4H4nBoBBBBAAAEEEEAgewECb/bGnAEBBBBAAAEEEECgQAECb4H4nBoBBBBAAAEEEEAgewECb/bGnAEBBBBAAAEEEECgQAECb4H4nBoBBBBAAAEEEEAgewECb/bGnAEBBBBAAAEEEECgQAECb4H4nBoBBBBAAAEEEEAgewECb/bGnAEBBBBAAAEEEECgQAECb4H4nBoBBBBAAAEEEEAgewECb/bGnAEBBBBAAAEEEECgQAECb4H4nBoBBBBAAAEEEEAgewECb/bGnAEBBBBAAAEEEECgQAECb4H4nBoBBBBAAAEEEEAgewECb/bGnAEBBBBAAAEEEECgQAECb4H4nBoBBBBAAAEEEEAgewECb/bGnAEBBBBAAAEEEECgQAECb4H4nBoBBBBAAAEEEEAgewECb/bGnAEBBBBAAAEEEECgQAECb4H4nBoBBBBAAAEEEEAgewECb/bGnAEBBBBAAAEEEECgQAECb4H4nBoBBBBAAAEEEEAgewECb/bGnAEBBBBAAAEEEECgQAECb4H4nBoBBBBAAAEEEEAgewECb/bGnAEBBBBAAAEEEECgQAECb4H4nBoBBBBAAAEEEEAgewECb/bGnAEBBBBAAAEEEECgQAECb4H4nBoBBBBAAAEEEEAgewECb/bGnAEBBBBAAAEEEECgQAECb4H4nBoBBBBAAAEEEEAgewECb/bGnAEBBBBAAAEEEECgQAECb4H4nBoBBBBAAAEEEEAge4H/ByMSS14KpDXVAAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "\n",
    "long_df = px.data.medals_long()\n",
    "\n",
    "fig = px.bar(long_df, x=\"nation\", y=\"count\", color=\"medal\", title=\"Long-Form Input\")\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "improving-retention",
   "metadata": {},
   "source": [
    "### Colored Bars"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "considered-start",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "\n",
    "df = px.data.gapminder().query(\"country == 'Canada'\")\n",
    "fig = px.bar(df, x='year', y='pop',\n",
    "             hover_data=['lifeExp', 'gdpPercap'], color='lifeExp',\n",
    "             labels={'pop':'population of Canada'}, height=400)\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "identified-encoding",
   "metadata": {},
   "source": [
    "### Stacked vs Grouped Bars"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "sixth-appendix",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "df = px.data.tips()\n",
    "fig = px.bar(df, x=\"sex\", y=\"total_bill\", color='time')\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "random-bones",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "df = px.data.tips()\n",
    "fig = px.bar(df, x=\"sex\", y=\"total_bill\",\n",
    "             color='smoker', barmode='group',\n",
    "             height=400)\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "hourly-domestic",
   "metadata": {},
   "source": [
    "### Aggregating into Single Colored Bars"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "precious-islam",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "df = px.data.tips()\n",
    "fig = px.histogram(df, x=\"sex\", y=\"total_bill\",\n",
    "             color='smoker', barmode='group',\n",
    "             height=400)\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "grateful-marker",
   "metadata": {},
   "source": [
    "### Bar Charts with Text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "vertical-solution",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "df = px.data.tips()\n",
    "fig = px.histogram(df, x=\"sex\", y=\"total_bill\",\n",
    "             color='smoker', barmode='group',\n",
    "             histfunc='avg',\n",
    "             height=400, text_auto=True)\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "posted-literature",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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CIAACIAACIKAHAQivHnFALUAABEAABEAABEAABDwiAOH1CCyKBQEQAAEQAAEQAAEQ0IMAhFePOKAWIAACIAACIAACIAACHhGA8HoEFsWCAAiAAAiAAAiAAAjoQQDCq0ccUAsQAAEQAAEQAAEQAAGPCEB4PQKLYkEABEAABEAABEAABPQgAOHVIw6oBQiAAAiAAAiAAAiAgEcEILwegUWxIAACIAACIAACIAACehCA8OoRB9QCBEAABEAABEAABEDAIwIQXo/AolgQAAEQAAEQAAEQAAE9CEB49YgDagECIAACIAACIAACIOARAQivR2BRLAiAAAiAAAiAAAiAgB4EILx6xAG1AAEQAAEQAAEQAAEQ8IgAhNcjsCgWBEAABEAABEAABEBADwIQXj3igFqAAAiAAAiAAAiAAAh4RADC6xFYFAsCIAACIAACIAACIKAHAQivHnFALUAABEAABEAABEAABDwiAOFVBFtx7KxiCcgOAtEhcOZsLTU2NVGrFkWUlZVFDY2NdOZMLRUVFlBeXm50GoqWgAAIgIDPBErbF/l8xGgdDsKrGE8IryJAZI8MgVXrNtPJmlPUsmULqqurp9Ejr6IPlqym9iVtaeOWHTT1tglUeaSK3l64jB750T1Gmv+e+wZ999uTqVf3rpHhgIaAAAiAgBcEILxqVCG8avwIwqsIENkjQ2DhR6uoc6cO1LVTe9q4dQfdMnFUvG0ffryGunftbEjulu1f0qABfamuvp527iqjsaOGQXgj0wvQEBAAAa8IQHjVyEJ41fhBeBX5IXt0COw7cIjWfrKVKg5W0k0TrqfL+/cxGnes6gS9v3gV3TnlRtq5a+/XoruXOrZvRwX5+dSndzcIb3S6AVoCAiDgEQEIrxpYCK8aPwivIj9kjw6BtxYsofGjr6H8vHxasGgFTb5pDB2vPkmLl62lO2+bSEVFhbR52xdGg1u2LKKWLYroi91l1LtnKYQ3Ot0ALQEBEPCIAIRXDSyEV40fhFeRH7JHh8Ca9Vtof0UlFbdtRfm5eTR08GX0f2f/hTp3ak+FBQU0bMgAamxsMho8ZFB/458fr9oA4Y1OF0BLQAAEPCQA4VWDC+FV4wfhVeSH7NEiIHZliMWI8nJzotUwtAYEQAAEAiYA4VULAIRXjR+EV5EfsoMACIAACIAACNgTgPDaM0qXAsKrxg/Cq8gP2UEABEAABEAABOwJQHjtGUF41RilzY1tyTyEi6JBAARAAARAAAQMAhBetY6AGV41fpjhVeSH7NEgcPoMUeWRLGo6/06a1E92NlHnjlnUooWLzFJHQmIQAAEQCC8BCK9a7CC8avwgvIr8kD0aBI5VZdFrf82m48ezpBtUUhKj6d9popJ2Mem8yAACIAACmUIAwqsW6UgL7+6yCprx+LN08PAxg9J/PP4gTZ10Q5zY/AXL6NdPzzX+e/LEkfTkYw9SUWE+na2to988M5f2VVTS8089Qu2KWxtpjlfX0MNPPGf8u/l7LGlQ64DIHQ0CQnhfeS2bqtwIb/sYffceCG80egJaAQIg4BUBCK8a2cgKrymnj86YRsOHDojLqvnf6zftoGdnz4uL6+9mzzNI/nzGtLjwVtecppvHDY9LshDkhUvXk/g9hFet4yF3tAhAeKMVT7QGBEBAPwIQXrWYRFZ4xezur2bNof+c+RD17VUal9iRwy43BFYIbu8eXeIyaxVgsUm+mOGdOOZqWrz8U5r50+kG5Vl/eM343Qt/ex/Cq9bvkDtiBCC8EQsomgMCIKAdAQivWkgiK7wCi5DaBR+tpdlPP2pQeuaPr9OsXz5kfPVJCK0pv+JvVkEu7dzB+PtdU8ZReUWlkbdHaSfj38U/rTPDh4/XqkUAuUEgAgSOHiN66VX3Sxrun95EHUoiAAJNAAEQAAGPCHRuV+hRyZlRbKSF15i1/Z+/0dHjJ411vOYaXnONrhBasdwhnfD269ONZv52DrVp1cKY6d311YFmwtvYhBdtMuNUQSvTEdhX0UjP/6nJ9Rreh7+fTT274uts6GUgAAIgkIpATrb8S8GgeYFAZIVXzNiaM7ripTNzTe+0KePo1gkjHc/wCiG2Ln9IXPuLl9ZwOoEAEZY0oBeAAAiAgLcEsKRBjW9khVeI6RvvLI3vvCAwWV9Mc7KG1zoDbGKG8Kp1OOSOJgEIbzTjilaBAAjoQwDCqxaLyAqvuSXZrJkPNdulQczwipfWnOzSAOFV61zInTkEILyZE2u0FARAIBgCEF417pEVXoFFSO0DP3sqTkh2H14Ir1rnQu7MIQDhzZxYo6UgAALBEIDwqnGPtPCqoXGWG2t4nXFCqmgTgPBGO75oHQiAQPAEILxqMYDwqvHDp4UV+SF7NAhAeKMRR7QCBEBAXwIQXrXYQHjV+EF4FfkhezQIQHijEUe0AgRAQF8CEF612EB41fhBeBX5IXs0CEB4oxFHtAIEQEBfAhBetdhAeNX4QXgV+SF7NAhAeKMRR7QCBEBAXwIQXrXYQHjV+EF4FfkhezQIQHijEUe0AgRAQF8CEF612EB41fhBeBX5IXs0CEB4oxFHtAIEQCA9gVgsRnX1DVSQn+c7KgivGnIIrxo/CK8iP2SPBgEIbzTiiFaAAAicJ3C0qpo+XLqa6uoa6ODhI3TbN8ZQ/769aPX6LXTgUCXdc+etRrqFH62ir/ZV0A/uu4MqDh2hOS/Pp1/85D4qbtOaHSWEVw0phFeNH4RXkR+yR4MAhDcacUQrQAAEmhOoq6un9z9aRRPGDKdWLVtQ9ckaWrLiE7p90ngj4cerNlD5gUN03fAhtHdfBZWVH6Q7p0yA8GrYkSC8ikHBhycUASJ7JAhAeCMRRjQCBEAggcDGbTupob6Bhl91hfGXZMJb0raYVq7bRMOGDKQDBytp/OhrILwa9iQIr2JQILyKAJE9EgQgvJEIIxoBAiBgIXDq9BlasGgFffPmcVRYmJ9SeHv3LKXq6lPUq0cXY/YXwqtnN4LwKsYFwqsIENkjQQDCG4kwohEgAAIWAivWbqKStm3o8ssuMX575mwtvbVgCW3dvosmf2MMjR4x1FjSIIS3V/euRhrxdwivnt0IwqsYFwivIkBkjwQBCG8kwohGgAAIaEwAL62pBQfCq8YPL60p8kP2aBCA8EYjjmgFCICAvgQgvGqxgfCq8YPwKvJD9mgQgPBGI45oBQiAgL4EILxqsYHwqvGD8CryQ/ZoEIDwRiOOaAUIgIC+BCC8arGB8Krxg/Aq8kP2aBCA8EYjjmgFCICASSCLiGJa4YDwqoUDwqvGD8KryA/Zo0EAwhuNOKIVIAAC5wl89nk2LVshpFf+56orm2jEtTHKcpc95QEhvPKxsOaA8Krxg/Aq8kP2aBCA8EYjjmgFCIDAeQKbtmTT/LeyXeEYO6aJJoxrgvC6ouddJgivIltsS6YIENkjQQDCG4kwohEgAAJfE4DwRq8rQHgVYwrhVQSI7JEgAOGNRBjRCBAAAQhvZPsAhFcxtBBeRYDIHgkCEN5IhBGNAAEQgPBGtg9AeBVDC+FVBIjskSAA4Y1EGNEIEAABCG9k+wCEVzG0EF5FgMgeCQIQ3kiEEY0AARCA8Ea2D0B4FUML4VUEiOyRIADhjUQY0QgQAAEIb2T7AIRXMbQQXkWAyB4JAhDeSIQRjQABEIDwRrYPQHgVQwvhVQSI7JEgAOGNRBjRCBAAAQhvZPsAhFcxtBBeRYDIHgkCEN5IhBGNAAEQgPBGtg9AeBVDC+FVBIjskSAA4Y1EGNEIEAABCG9k+wCEVzG0EF5FgMgeCQIQ3kiEEY0AARCA8Ea2D0B4FUML4VUEiOyRIADhjUQY0QgQAAEIb2T7AIRXMbQQXkWAyB44gfr6Bjpbe45atWxB2dlZRn3O1dVTXm5u/L/tKgnhtSOEv4MACISJwKYt2TT/rWxXVR47pokmjGuirPPDafynqSlGp06foaLCAsrLy5Uea0vbF7mqDzKdJwDhVewJEF5FgMgeKIGN23bSpq076erBA2hg/z6Un59HX+4uo/cWr6L7776Nitu0poUfraKv9lXQD+67gyoOHaE5L8+nX/zkPuNv5g+EN9Aw4uAgAALMBLiF91jVCZr39iIaPLAfDRrQl9oWt75orN287Qt6e+EyeuRH91BdXT3999w36Lvfnky9unc1WgfhVQsyhFeNH0F4FQEie2AEzp6tNcR23KhhVFhYQC2KCuN1eWvBEho/+hpDaj9etYHKDxyi64YPob37Kqis/CDdOWUChDewyOHAIAACXhPgFt7Fy9ZR756l1LF9u2ZP06xjrRDeLdu/NIS4rr6edu4qo7GjhkF4mYIN4VUECeFVBIjsgRGoPllDr76xgK69ehCV7TtIl/btSUMG9Tfqkyi8JW2LaeW6TTRsyEA6cLAyLsOY4Q0sfDgwCICAhwS4hfcvb75HXTp1oCzKouPVJ+mbt46l3JycZmOtEN7zorvXEOOC/Hzq07sbhJcpzhBeRZAQXkWAyB4YgZM1p+mj5evoW7eOo30HDhmzt2OvH5ZUeMXMRHX1KerVowstWfEJhDewqOHAIAACfhDgFt633/+Yxoy8iooKC+m9xSvp1omjqLAw/yLhFW1r2bKIWrYooi92lxmzwljSwBNxCK8iRwivIkBkD4xALBajpSs2UNWJaqo+eYom3jCcevUopRVrN9G7HyynwZf3o9snjaf1Gz9rNuhaZ38xwxtY+HBgEAABDwlwC29ZeQUtXraeitu0IvHEbNzoYbRy3eZmY+2Xu/cZLTKftInlZBBeviBDeBVZQngVASJ74AQaGhspOyvb8Y4MySqMl9YCDyMqAAIgwEiAW3hF1cQuDU2xJmMpg5sfvLTmhtqFPBBeNX54aU2RH7JHgwCEly+O5tZF+Xl5xiNP/IAACPhPwAvhVW0FhFeNYOSFd/2mHfTAz54yKA0eeAk9/9Qj1K74/HZK8xcso18/Pdf498kTR9KTjz1IRYX5dLa2jn7zzFzaV1HZLP3x6hp6+InnjPRmOZjhVeuAyB0NAhBed3Es23+Q/vaPD6hzx/bUqmUR3XjDtbRg8Urq27uHsQXclVdcSu3btaGn/+tl+t53plDvXt3or39/jzp1LKGbJ1zv7qDIBQIgYEsAwmuLKHQJIi28QnafnT2vmbSaEUr82+9mzzP+9PMZ0+LCW11zmm4eN5ymTrohLsgLl64n8XsIb+j6OiqcQEDsiR5L2BhdClLsQmoIrxS5eGIhvDu++IquHzGUWrUootrac/TG24to0k1jaM/ecioubk1dOpbQm/9aQh3bt6Whg/rT8jUbqVvXTvEXDN0dGblAAATSEYDwRq9/RFZ4xWzszN/Oocd+fDf17VV6UeSE4Pbu0SUus1YBLiwoMGZ4J465mhYv/5Rm/nS6kX/WH14zfvfC396H8EbvXMi4FlUdz6aq4xZrlSBQkJ9F3btd+JIQhFcCniWp2Bpuz94DdKTqBJ08eYq+NWkcrf/0MxIifPzESbrnzluNrzWJnTE6dSihnbvL6JohlxsvGpo7arg7MnKBAAj4KryJn12TwR87P05jSYMMtIvTRlZ4d5dV0IzHn6WDh4/FW/3970xqNoM7ctjlceEV6X81aw7958yHqLRzB0N475oyjsorKo38PUo7Gf8u/mmdNcaSBrUOiNzBEfiqLIteeMndyxNXXBGjaXc2kjlBDOFVi6N4cfDNdxbTqGuH0Cebthu7Y4ht4sT/rrrysvhWcGXlh6i4uFWzLeTUjozcIAACyQhwzvCK8XHbZ9nU2CjPulUroquGNlFebgzCK4+vWY7ICq+YsX3jnaXxdbnm+ttpU8bRrRNGxoV2+NABBpBUwtuvTzdjprhNqxbGTO+urw40E96aMw2KIUB2EAiGwGdfNNKfXnD3rXghvA/ck0W52eeVt6Kyif78IlHVcfk1EiXtY/SD+4m6dnRXl2Do8Rx1x669tGLdVsrJzqZuXTrS2OuG0uv/XERdO3WgIwSPrvoAACAASURBVEeP0/XDB1G7tm3og4/X0bRvTjQOKj7zvKfsAE0cM5ynEigFBECgGQExobr6kxi9Md8dmPE3xGjyzVmU8/X4uGtvI/3ppSw6Vys/PnbrFqMfPZhFrVpkUesWue4qhFwGgYwRXtFY8ZLamg3b6Yl/u5ee+q9XyckMrxBi6/KHxLW/NWfr0ZVAIJQEPtvZpCa80+mC8B6OqQnvA0J45S8GoQSfUGkxuysusHm5F2bbz9XVU15urtJWcVFggzaAQBAEDOFdL4TX3ZhkCO8tZBHeJvrTiwrC+306L7xFeUHgiMwxIyu8Ysb2mT++TrN++VCzXRn2lh8yljU4WcMrljSYM8BmxBOFF0saInMuZFxDsKQh40KOBoMACDgkwLmkYX8F0Uuv5rie4X3gvkYqyMcaXoehS5ksssJrbi3WpVOJIbjmkoZHZ0wzJNbJLg0QXtXuhfw6E4Dw6hwd1A0EQCBIAhDeIOl7c+zICq/AZUru1s/3GPT+4/EH4y+pif+224cXwutNp0OpehCA8OoRB9QCBEBAPwIQXv1iolqjSAuvKhwn+bGkwQklpNGRAIQ32KjUNxAdOJBFjU3y9RA7HJWUZFHbNi4yyx8OOUAg4whAeKMXcgivYkwhvIoAkT0wAhDewNAbB66tI3rl1RyqqJB/MaaokGj6PY3UrdTdPsrBthxHBwH9CUB49Y+RbA0hvLLEEtJDeBUBIntgBCC8gaGPC+9LL+fQAZfCe9+9jdQdwhtsEHH0yBKA8EYvtBBexZhCeBUBIntgBCC8gaGH8AaLHkcHAVsCEF5bRKFLAOFVDBmEVxEgsgdGAMIbGHoIb7DocXQQsCUA4bVFFLoEEF7FkEF4FQEie2AEILyBoYfwBoseRwcBWwIQXltEoUsA4VUMGYRXESCyB0YAwhsYeghvsOhxdBCwJQDhtUUUugQQXsWQQXgVASJ7YAQgvIGhh/AGix5HBwFbAhBeW0ShSwDhVQwZhFcRILIHRgDCGxh6CG+w6HF0ELAlAOG1RRS6BBBexZBBeBUBIntgBCC8gaGH8AaLHkcHAVsCEF5bRKFLAOFVDBmEVxEgsgdGAMIbGHoIb7DocXQQsCUA4bVFFLoEEF7FkEF4FQEie2AEILyBoYfwBoseRwcBWwIQXltEoUsA4VUMGYRXESCyB0YAwhsYeghvsOhxdBCwJQDhtUUUugQQXsWQQXgVASJ7YAQgvIGhh/AGix5HBwFbAhBeW0ShSwDhVQwZhFcRILIHRgDCGxh6CG+w6HF0ELAlAOG1RRS6BBBexZBBeBUBIntgBCC8gaGH8AaLHkcHAVsCEF5bRKFLAOFVDBmEVxEgsgdGAMIbGHoIb7DocXQQsCUA4bVFFLoEEF7FkEF4FQEie2AEILyBoYfwBoseRwcBWwIQXltEoUsA4VUMGYRXESCyB0YAwhsYeghvsOhxdBCwJQDhtUUUugQQXsWQQXgVASJ7YAQgvIGhh/AGix5HBwFbAhBeW0ShSwDhVQwZhFcRILIHRgDCGxh6CG+w6HF0ELAlAOG1RRS6BBBexZBBeBUBIntgBCC8gaGH8AaLHkcHAVsCEF5bRKFLAOFVDBmEVxEgsgdGAMIbGHoIb7DocXQQsCUA4bVFFLoEEF7FkEF4FQEie2AEILyBoYfwBoseRwcBWwIQXltEoUvgmfDOX7CMfv303DiQrp3b0+ynH6W+vUpDByldhSG8kQpnRjUGwhtsuGvriF56OYcOVGRJV6SokOi+exupe2lMOi8ygAAI2BOA8NozClsKT4RXyO68d5bS8089Qu2KWxtMdpdV0IzHn6VZMx+i4UMHhI1TyvpCeCMTyoxrCIQ32JBDeIPlj6ODQDoCEN7o9Q924T1eXUMPP/EcPTpj2kViu37TDnrjnaX05GMPUlFhfiRoQngjEcaMbASEN9iwQ3iD5Y+jgwCEN7P6gCfCO/O3c+ixH9990fIFMcv7zB9fp1m/fCg+8xt23BDesEcwc+sP4Q029hDeYPnj6CAA4c2sPsAuvGdr6+g3z8ylu6aMu2iGF8KbWZ0LrdWbAIQ32PhAeIPlj6ODAIQ3s/oAu/AKfKmWLoi1vXvLD9HPZ0yLDGXM8EYmlBnXEAhvsCGH8AbLH0cHAQhvZvUBduE11/Bu/XyPLcnBAy9p9mKbbQYNE0B4NQwKquSIAITXESbPEkF4PUOLgkFAmQBeWlNGqF0B7MKrXQs9rhCE12PAKN4zAhBez9A6KhjC6wgTEoFAIAQgvIFg9/SgEF5FvBBeRYDIHhgBCG9g6I0DQ3iD5Y+jg0A6AhDe6PUPz4RXrON94GdPNSP24u+fiNQevKJxEN7onRSZ0iIIb7CRhvAGyx9H5yXQ1BSj02fPUlFhAeXm5PAWHkBpEN4AoHt8SE+EV8jus7PnJf3wxI/v/xZNnXSDx83yr3gIr3+scSReAhBeXp6ypUF4ZYkhvU4ENm7ZQUtXbaCHH7iLsrOz6O/vLKLupV1o3/4Kun3SeFq5dhN9ta+CfnDfHVRx6AjNeXk+/eIn91Fxm/Mfo9L9B8Kre4Tk68cuvOm2JcOHJ+QDhBwg4BUBCK9XZJ2VC+F1xgmp9CNQVl5BO3fvo1OnztCkG0fT0WPH6cs95TR+zDW0cu1mKmnXhiqPVlH5gUN03fAhtHdfBZWVH6Q7p0yA8EqGs1u3GD1wXyMV5BOVti+SzI3kVgLswit2acCHJ9DJQEB/AhDeYGME4Q2WP47ujsDxEydp3afbaNSIofTh0rV068RRdPjoMUNqx14/jDZv+8Io+MTJGippW0wr122iYUMG0oGDlTR+9DUQXknsEF5JYGmSswsvZnj5goOSQMBLAhBeL+nal51JwhuLxejUmbMGlFYtiigrK4vEms9Tp88Yaz7z8nLtgSGFFgSOVlXTh0tX09mz5+jLPfvolonXU/++vWjbjl1009iRtPqTLdSxpC0dOHSEevcsperqU9SrRxdasuITCG9tlnQMIbzSyFJmYBdecSTxgYl57yzFGl6+OKEkEGAnAOFlRypVYCYJ7yebtlN1zSlDftoWt6bRI4bSW+8toW5dOtOOL7+iSTeNpsojVfT2wmX0yI/uobq6evrvuW/Qd789mXp17yrFFYn9IVBbW0fvLV5pzPDm5uXQe4tWGi+rHaw8RvdMvYXWfrrVEF4zfm8tWALhhfD60zlTHMUT4RXHwi4NgcYVBwcBWwIQXltEnibIJOE1Qe7eu58OHDxCl/QspfWbttMdk8fTrj376EjVCWpRWEhbtn9Jgwb0pbr6etq5q4zGjhoG4fW0F/IWfq6unvLzco0Z/LD/4KW1sEfw4vp7Jrw6oTKXWYg6PfnYg1RUmG9UT8xE//rpuca/T544Mv43M/2+ispms9TmV+RE+uefeoTaFbfGtmQ6BRp1kSIA4ZXCxZ4404R32+e7aOW6zcbsbt/ePegv89+nfn160P6KQ9SpQwl1bN/ua9Hda/x7QX4+9endDcLL3vNQoBMCEF4nlMKVJvLCa8rru4vXNJPaxK3Tfjd7nhG5n8+YRmae6prTdPO44fFt1IQgL1y6nsTvIbzh6uio7cUEILzB9opME15Bu/pkDX2wZA1NvW2iMQso9m397PPdVNymlbGMQfy0bFlELVsU0Re7y5o9Eg82Wjh6phGA8EYv4p4Jr3X2VGDr2rk9zX76Uerbq9RXikJke/foYhxzzYbt8Vlc8/fmnsBWAS4sKKDfPDOXJo65mhYv/5Rm/nS6kX/WH14zfvfC396H8PoaRRzMCwIQXi+oOi8zk4T33Q+XGy851Zw+Q0MHX0ZXDbqMNmzeTl+VVVBubi7ddvMYQ3zFz5BB/Y1/frxqA4TXeXdCSmYCEF5moBoU54nwpntpbdbMh3z72pp11lbUyRRewV0I7chhl8dnb3eXVdCvZs2h/5z5EJV27mD8/a4p46i8otIIU4/STsa/i39aP6qBD09o0ItRBVcEILyusLFlyiThFdDqGxpJLO2Mwle42DpBCAs6ejSbjlfHXNU8N5eoT88mMjqC5j8QXs0D5KJ67MJrrnN9dMa0i8TWzw9PCMHdW37IWKIgfpIJrxDa4UMHGH9PJbz9+nQz9hVu06qFMdO766sDzYS3vqHJBXZkAYHgCWz8rIH+d667C8+gK2L0w/uzKS8n22hI+cFG+p8/x6jquHx5Je1j9PCDWdS9S/g/RyoT1erTTfRf/9NEByrkmRUVEj30PaKB/TKLmQxfpPWGwKbPGujF19yVPXAA0YPTL4wb7krxPlcsRrR0dSPNe9PdsSaMjdEdk3MoN+f8uf35rgaa/QLROZe7NPx0Rja1aZlNebnnx1v8uCPgifDq8OEJMbv7578uuIiKeDntiX+7l576r1cdzfAKIbYuf0hc+3uk+pw78sgFAgET+HIP0dwX3Q2gV1wRo3umNVH21zM1R47G6MVXsl0L7wP3NlHH9vLiFzBCpcOfPUf05xeyXAvv/fc1Ua8eSlVAZhCQJsA5bkgf3McMn2zMojf/4W5MGndDjL4xMRafyC4rj9ELr2S7Ft7v3x8jcZPbsbjARwLROxS78Kb78ISYRX3mj6/TrF8+ZOxw4OePdYZX7NLgZA2vdQbYrGui8GJJg59RxLE4CWBJAydN+bIybUmDPCHk0JEA57ihY/vMOmFJg87RcVc3duEV1Ui1dCFxmYG7KrvLlSi8TnZpgPC6Y41c4SDAeeE6VpVFr7zmfob3u/c0UUk7d+sCw0H74lpmivC6myO7wCuzeoX+vZlz3NC5tRBenaPjrm7swmuu4d36+R7bGg0eeEmzfW5tMygkSBReUZTdPrwQXgXgyKo9Ac4LF4RXPtyZIrwnT2bRzi+zqK5OXn3z8mJ0WX+i4jZ4V0K+h3mTg3Pc8KaGPKVCeHk46lQKu/Dq1Dg/6oIlDX5QxjG8IMB54YLwykcoU4QXfUO+b+icg3Pc0LmdEF6do+OubhBed9ziuSC8igCRPTACnBcuSI18GCG89szEDh6ZuNzFnkxwKTjHjeBaYX9kCK89o7ClgPAqRgzCqwgQ2QMjwHnhgvDKhxHCa88MwmvPyO8UnOOG33WXOR6EV4ZWONJCeBXjBOFVBIjsgRHgvHBBeOXDCOG1ZwbhtWfkdwrOccPvusscD8IrQyscaSG8inGC8CoCRPbACHBeuCC88mGE8Nozg/DaM/I7Bee44XfdZY4H4ZWhFY60EF7FOEF4FQEie2AEOC9cEF75MEJ47ZlBeO0Z+Z2Cc9zwu+4yx4PwytAKR1oIr2KcILyKAJE9MAKcFy4Ir3wYIbz2zCC89oz8TsE5bvhdd5njQXhlaIUjLYRXMU4QXkWAyB4YAc4LF4RXPowQXntmEF57Rn6n4Bw3/K67zPEgvDK0wpEWwqsYJwivIkBkD4wA54ULwisfRgivPTMIrz0jv1Nwjht+113meBBeGVrhSAvhVYwThFcRILIHRoDzwgXhlQ8jhNeeGYTXnpHfKTjHDb/rLnM8CK8MrXCkhfAqxgnCqwgQ2QMjwHnhgvDKhxHCa88MwmvPyO8UnOOG33WXOR6EV4ZWONJCeBXjBOFVBIjsgRHgvHBBeOXDCOG1ZwbhtWfkdwrOccPvusscD8IrQyscaSG8inGC8CoCRPbACHBeuCC88mGE8Nozg/DaM/I7Bee44XfdZY4H4ZWhFY60EF7FOEF4FQEie2AEOC9cEF75MEJ47ZlBeO0Z+Z2Cc9zwu+4yx4PwytAKR1oIr2KcILyKAJE9MAKcFy4Ir3wYIbz2zCC89oz8TsE5bvhdd5njQXhlaIUjLYRXMU4QXkWAyB4YAc4LF4RXPowQXntmEF57Rn6n4Bw3/K67zPEgvDK0wpEWwqsYJwivIkBkD4wA54ULwisfRgivPTMIrz0jv1Nwjht+113meBBeGVrhSAvhVYwThFcRILIHRoDzwgXhlQ8jhNeeGYTXnpHfKTjHDb/rLnM8CK8MrXCkhfAqxgnCqwgQ2QMjwHnhgvDKhxHCa88MwmvPyO8UnOOG33WXOR6EV4ZWONJCeBXjBOFVBIjsgRHgvHBBeOXDCOG1ZwbhtWfkdwrOccPvusscD8IrQyscaSG8inGC8CoCRPbACHBeuCC88mGE8Nozg/DaM/I7Bee44XfdZY4H4ZWhFY60EF7FOEF4FQEie2AEOC9cEF75MEJ47ZlBeO0Z+Z2Cc9zwu+4yx4PwytAKR1oIr2KcILyKAJE9MAKcFy4Ir3wYIbz2zCC89oz8TsE5bvhdd5njQXhlaIUjLYRXMU4QXkWAyB4YAc4LF4RXPowQXntmEF57Rn6n4Bw3/K67zPEgvDK0wpEWwqsYJwivIkBkD4wA54ULwisfRgivPTMIrz0jv1Nwjht+113meBBeGVrhSAvhVYwThFcRILIHRoDzwgXhlQ8jhNeeGYTXnpHfKTjHDb/rLnM8CK8MrXCkhfAqxgnCqwgQ2QMjwHnhgvDKhxHCa88MwmvPyO8UnOOG33WXOR6EV4ZWONJCeBXjBOFVBIjsgRHgvHBBeOXDCOG1ZwbhtWfkdwrOccPvusscD8IrQyscaSG8inGC8CoCRPbACHBeuCC88mGE8Noz80N46+sb6GztOWrRopByc3KMSp05W0uNTU3UqkURZWVl2Vc0g1Jwjhs6Y4Pw6hwdd3WD8LrjFs8F4VUEiOyBEeC8cEF45cMI4bVn5rXwnqw5TYs+XkudO7anzZ/tpHvvmkyHK4/Szt37KDsri2rP1dEdk8fTB0tW01f7KugH991BFYeO0JyX59MvfnIfFbdpbd+IiKXgHDd0RgPh1Tk67uoG4XXHDcKryA3ZgyfAeeGC8MrHE8Jrz8xr4bXWYN4/P6AxI6+mrp07GL+uPllD7yxcRt++/WZatX4zlR84RNcNH0J791VQWflBunPKBAivfQibpbjiihhNu7ORwjBnDuGVDG4IkkN4FYOEGV5FgMgeGAEIb2DojQNDeO35+yW8QmI/3bKDvnnrWGNZQywWo8XL1lHH9u1oyKD+9PGqDVTStphWrttEw4YMpAMHK2n86GsgvPYhhPAS0f4KopdezaFztfKq361bjB64r5EK8olK2xdJEkdyKwEIr2J/gPAqAkT2wAhAeANDD+F1iN4P4d2xq4y279gdl92GxkZatHQNde7cga4adJlRUyG8vXuWUnX1KerVowstWfEJhNdhDK3JMMML4XXRbdiyQHgVUUJ4FQEie2AEILyBoYfwOkTvtfDuP3CYnn/pTerbuzvlZGfThDHX0Bd79tHq9VuoR2kXatWyiG69cRSt3/iZIby9unc1av7WgiUQXocxhPBihtdFV/EkC4RXESuEVxEgsgdGAMIbGHoIr0P0Xguvw2ogmYUA57ihM1is4dU5Ou7qBuF1xy2eC8KrCBDZAyPAeeHCS2vyYcQaXntmEF57Rn6n4Bw3/K67zPEgvDK0wpEWwqsYJwivIkBkD4wA54ULwisfRgivPTMIrz0jv1Nwjht+113meBBeGVrhSAvhVYwThFcRILIHRoDzwgXhlQ8jhNeeGYTXnpHfKTjHDb/rLnM8CK8MrXCkhfAqxgnCqwgQ2QMjwHnhgvDKhxHCa8/Ma+E9dZqooUH+zXlR8+wcotYtY5RpH2LjHDfse0BwKSC8wbH36sgQXkWyEF5FgMgeGAHOCxeEVz6MEF57Zl4L77bt2bR4iTvhvebqGF0/sgnCax/GeApsSybf17APr0QHs0kaWeE9W1tHv3lmLr27eE0cwYu/f4KGDx0Q/+/5C5bRr5+ea/z35Ikj6cnHHqSiwnwy8+6rqKTnn3qE2hWf/3zk8eoaeviJ54x/N38P4eXrjCjJXwIQXn95Jx4NwmvP32vh5ZzFs29NNFJwjhs6E+HsG/jwhB6RjqzwCjl94fX36OH7bzckdv2mHTRz1hya/fSj1LdXqfHfz86eFxfX382eZ0Tk5zOmxYW3uuY03TxuOE2ddIPxNyHIC5euJ/F7CK8eHRi1cE+A88KFGV75OEB47ZlBeO0Z+Z2Cc9zwu+4yx4PwytAKR9rICm8ifnN29tEZ04xZXiG4vXt0icusVYALCwqM2eGJY66mxcs/pZk/nW4UN+sPrxm/e+Fv70N4w9G/Ucs0BDgvXBBe+a7mlfCeq6unvNxcys6Wf3wq3wr7HDr3DU6psScRjRSc44bORDj7BmZ49Yh0xgjv7rIK+tWsOfSfMx+i0s4dDKEdOezyuPAm+/tdU8ZReUWlEakepZ2Mfxf/tM4MV544p0ckUQsQkCSwaw/R3JeyJXOdTy7W4n3nribK/vqNnSNHY/TSq9lUdVxessQs3gP3NlGHEvm8riqvSaaz54jmvphFByrk211USHT/fU3Us3vzxnyxu4wWfLiSHrhnCrVt05qWr9lIu/bsp4aGBqqtq6PvTruNnn/hDRp7/TC6bvhgWrhkNZXvP0w/uO92z6jo3Dc2bMyiN9+S5y9gjbshRjdNyLyX1jjHDc86HUPBnH1j3/4YvfBKNp2rle9rYg3v9++PUWEBUae2BQwty9wiMkJ4zTW5puCa/y2E1lzTm0p4+/XpRjN/O4fatGphzPTu+upAM+FtaGzK3N6DloeawKefNdD//ll+ABaNHnRFjGbcn015ueeFubyikZ7/c8y18D78YBb16JoTap6yla8+1UR/+J8m18L70PeILr/0YmZ//cciumXCiPi7B6JeW7fvppOnz9DVgy8j8fesrCz6xrjhtOjjTyg3N4em33mTbPUdp9e1b8RiREtXNdLf3nTclGYJJ4yL0dTJOZSb4+4ccnfU4HNxjhvBtyZ5Dbj7xvZdDTR7LrkW3v93Rja1aZVNuTnuJih05ex3vSIvvKbcdulUYqzPFT+JAix+l0p4E5c/JK79xUtrfndZHI+LAOejSZ0fW3Px4i7HqyUNby1YQuNHX0PFbc6/bFtbW0dvL1xKk24cTbk5ufTe4pXUq3sX2rB5B40aOZS+2LWXbp80nrt58fJ07hucj609A6hZwZzjhmZNa1Ydzr6BJQ16RDrSwptMdk3sTtbwWmeAzXwQXj06LmqhToDzwqWz1KiT8qYEv4R3/cbPKDcvl64adJkhv0J4J4y5hnZ9VU59enajZas/hfC6CPHYMU00YRy2JZNBh23J5J8GYFsymR6WPm1khTfZLK4VhZNdGiC8fB0NJelHAMIbbEy8EN4VazfRux8sp8GX9zMktqGh0RDcOyaNp/z8vLjw3jpxFBUW5lP1yRpasuITCK+LrgDhlYcG4YXwyvcavhyRFV6xRGHG48/SwcPHmtH6/ncmxZc22O3DC+Hl62goST8CEN5gY+KF8AbbouRH13n2n/OxtY7svagT57jhRf24yuTsG1jSwBUVtXIiK7xqWJznxhpe56yQUi8CnBcunaVGL+oXagPhtY8M9uG1Z+R3Cs5xw++6yxwPwitDKxxpIbyKcYLwKgJE9sAIcF64ILzyYYTw2jOD8Noz8jsF57jhd91ljgfhlaEVjrQQXsU4QXgVASJ7YAQ4L1wQXvkwQnjtmUF47Rn5nYJz3PC77jLHg/DK0ApHWgivYpwgvIoAkT0wApwXLgivfBi5hffY8Syqq5Ovh8ghNrVv2zZG8q/U2B9P577BKTX2JKKRgnPc0JkIZ9/AGl49Ig3hVYwDhFcRILIHRoDzwqWz1AQG2ObAnMIbI6Lly7NpzXp3G9PfcnMjDb6iibI8UF6d+wan1Ojaz7jrxTlucNeNszzOvgHh5YyM+7IgvO7ZGTkhvIoAkT0wApwXLp2lJjDAPgvvR0uy6ePl7oR36u1NNOTKRgivRGfBtmQSsL5Oim3J5J+hYB9e+X6WKgeEV5ElhFcRILIHRgDCGxh648DcM7wQXvl4cs7iyR89nDk4xw2dCXD2Dczw6hFpCK9iHCC8igCRPTACnBcuL2Z4Y7EY1dU3UEF+XpxRU1OM6hua/y4wgIoHhvDaA0z10hpX3+CUGvvWRCMF57ihMxHOvgHh1SPSEF7FOIRFeOsbGikriyg3J8dosRCH02fPUlFhQfx3iigilz1RrqLGjPPCxS28dXX1tHr9FjpwqJLuufNWo2+dPnOWFn28jlq2KKQbx44wvhL29H+9TN/7zhTq3asb/fXv71GnjiV084TrQ9EXIbz2YUomvJx9g1NqzNZg3EgdVyxpwJIG+7PeuxQQXkW2YRDeAwcr6V8Ll9MtN15Pvbp3JXHB+Ps7i6h7aRfat7/C+KzoyrWb6Kt9FfSD++6gikNHaM7L8+kXP7mPitu0ViQUzuyJcpWM2e6v9tPbC5fRIz+6x2D633PfoO9+e7LBOAw/Oguv4Jfss7dl+w/S3n0VNPb6Ycbf3/zXEurYvi0NHdSflq/ZSN26djL+luznXF095eXmUnb2+YtOfX0D1dbVUasWRZQl7gZ9/oHw2gNPNcPL1Te4hRfjRvqYQnjlxxms4bUfJ5ymgPA6JZUiXRiEV1T941UbqHfPUkPG9h84TF/uKafxY66hlWs3U0m7NlR5tIrKDxyi64YPMYSirPwg3TllQsYKr2BmlatkzITkbtn+JQ0a0Jfq6utp564yGjtqGIRX8pxSkZolKz6hTh1KaOfuMrpmyOVUdaI6qfB+ubuM3lu8iu6/+zajTx84eISWrFhHnTu1p1iM6KaxI+iDJat9vemD8Np3FK/7BrfwYtyA8AoCiS80YkmD/bnuRwoIryLlMAqvVeQ2b/vCIHDiZA2VtC2mles20bAhA0nMCo8ffQ2E9+vZxGTMBLfzoruXOrZvRwX5+dSndzcIr+Q5pSo1op+WlR+i4uJW8dnfZFV4a8GSeJ9etnoj9ezW2ZgRFr+/5cZR9Onmz3296YPw2ncUr/uG18KLcaN5jDHDixle+7PeuxQQXkW2YRTeg4eP0rYdu+imsSNp9SdbqGNJWzpw6IgxA1xdfYp69ehCYuYMwnvh8XkyZqfP1Bq9p2XLImrZooi+848c3gAAIABJREFU2F0Wn0VX7Fa+ZNd5ScOZs7WGiG7dvosmf2MMjR4xlI5WVdObby+iymNVdMek8dSjW2ejn4olOYkza3bCa33iYYrwpm1f+HrTB+G17+bJhJezb3gtvBg37IX37NlzxtjZtUtH6tShXTxDQ2Mj7dpTTnl5uXRJr25UffIUNTY2UvuStnSs6oTxQmvXzh3sO5HLFJx9AzO8LoPAnA3Cqwg0DMK77fNd9I8FS6hT+xK685s3UtviVvTeopXGy2oHK4/RPVNvobWfbm0ma9bZMEVEocyeKFcD+ve5iJmY2RU/Qwb1N/5plagwNFpn4fWCn7VPmzd6vXqU0rsfLqdvjL+O1m/8zNebPgivfZTD9mlhjBvpY5o4wyukduFHq4wb2nUbP6PBAy+lLp3aG4Ws+3QblbRtQzWnzlBxcWs6c6aWlq/dSA98e4rxDkqXzu2NSRuvfiC8XpENrlwIryJ7L4RXbLlzoKKSjh2vpv59e1FRUYFRS/H275695VRz5iz169PD2GHh4KEjxp2xMcNVfpB6lHamfMs2TumaJ17iyc/LDeSFHUXsgWWPErNMEt4VazfRux8sp8GX9zNmhM+eraUPlq4xXmIraVdME8YMv+iGxeubPgiv/WkcNuFN1SKMG+fJJAqveHH07fc/NtbQ7967n1q0LKLL+vYy0goRHnnNYDpx8hSdOFFDhUUF9NXe/caa+5ycbCooyE/5gqp9z7JPAeG1ZxS2FBBexYh5IbziBalDR47RpZf0MF4qm3TTaKOW4iWpU6fPGDOzazduozEjrqY/v/YPmjh2JBUV5tPLf3uXfvrQtzN63a1iODMqeyYJb7LABr2nL4TX/nSLivDatzQ8KTjHDdHqmtNnaNdX5cbL1FcNuoy6d+tswFi1bjMN7N/HWMpQW1dvbKuZk5VF5QcqqUe3TsYyvFQ7snDQhPByUNSrDAivYjy8EF6xRu31+QuNDfevufqK+B2vWdXKo8fp8y/20IirB9OyNZ9SU2Mj5eTm0LGqarp14vUQXsWYZkp2zgsX9z68mRADCK99lCG89oz8TsE5boi6l5VX0J69FdTQ1EDjRw83tsgUO69kZWfTZ5/vMj40M/GGEcYOLIUF+cZLwdaXAa3tF2umxVNP8SOefFrX+JprhXv16Eotigrp8JFj1L20M4nZd/GStvi9uU+9yA/h9btneX88CK8iYy+EV2yxVHeu3jgBP1q+nibfNNpYuC9+hOyu3bCVbho3kihGxtrbrp3OL9zf/sWeUL1olmpwMpduiJfCxJIO8fjKbnBSDGNGZue8cHELb2NTltG/3fzk5saMx566/0B47SOUUnhd7pss3pEXS8bMH06psW9NNFJwjhvcRGpr6+hcnXgJbh/l5+XF368QT0aXr95obBtZWFBANadO0Z9e/SfdfcfNdPjoMVq26lP60f3/hwoL8z3pG3hpjTvS7sqD8LrjFs/lhfAerjxGy1Z/amx1lZeXZ6w7fG/xSpo4ZgQ9/+I8Ku3ckdoWt6bxY4bT1u1fxh/rJFtzeOpMNp057a6RWdlEHdo3UhbJb6Xi5IipBifxIsPZ2nN06tQZ2rxtJ103/ErbwcnJ8ZynySKlJofBtoiI88LFKbxCRxYtzqayMnf97uZvNFGP7vobL4TX/oy8SHhjMVq1LocOV7rrG9cOa6RupReOyyq8YthQ6HYKWe1BMqbgHDcYqxUvSiz9+3j1Bhp73bD4+yxib/nFy9YZs8Yjhw2ibl070toN24ydHsQ7L+JaM+nG0RBeLwKiUZkQXsVgeCG8ilVqln1vOdHf3zw/Oyz7c2m/GH3zNiG83v0kG5zE0U5U19Bb7y2l8aOGGXJvNzhx1rCyMpvWfUrUUC/f8uI2MRpzXYxy8/W/fHFeuLiFd94bOfTZ5/L8RT/43v2N1KfXBf6nTon17+7Kys0hat0mZqwf5P6B8NoTTRReEVXOvsEpvEeriMr2ZlNTk327ElMUFsRowMAYff0gT74AH3NwjhteVFtsZZhfkNdsKeCuPfuorqGRLunZzZg8uv5a8YGlA/GXVjdu3Um3ThwF4fUiIBqVCeFVDIbuwhvGwckMyclTp43lG9dedQXt+HJv2sFJMYzNsh84SPTiKzl0rlbecqyfgeSskxdlcfYNnYV32/Yc+nCRfCwF8+HXNNGo65ogvAodUOe+wSm8GDfsO4nXH54wly7cNH6ksR738y++Mr4iKq4hCxatNPbZLijMpysu62NcU0YMG0ziSaOQYAivffzCngLCqxhBCK97gKkGp4H9LzGWatScOm18+vXy/vaDk/taXJyT+8IlZqv37N1vHOiS3t2NGWvxI2a3xYbr4p/t2rWhdsVtfN1YPVOEl1NqOPsZZnjtaYZphtevccOkJsYV8W6H2NrLzw8ycI4bRlvc3Yuex+DhgzTOcQNreO3PdT9SQHgVKUN4FQFqmJ37wiU+33ymttYQ9xZFRfEXEKtP1tD7H62mWyZcZ6zV3rP3gO3G6omS3KdnN4Ogmz2aOS9cmTKLx9ldIbz2NDNZeFONG4Ja1fFqevfDFXTD9VdTTc0Z23HDnrTzFJzjxvFqoqVLc6jmlLz1tm4do/FjG6ltsfO6y6SE8MrQCkdaCK9inDwRXrFg0OWLT4lZOQcnE5V4qezosRPxL+KYvxc7SFQeOWbsrCC2VvNz1kExjM2ycwuveKz2xj8/pEED+xnbxhUVFRrHO1lzmv735fnUpnVL44WJ02fP2m6snijJYnsd8eNmj2bOvgHhle+BYRBesUdqrLGJ2rRpFW+g+WGc07W11Ld3d6qqqqaiFoXUumULY3sn8Zlt8ymGyJQpfcOvcUN8Vld8FbBnj1Jq2aKQas/V2Y4b8r0zdQ7WceN4Fr3yajZVHZcX3jBtWYcZXs4e6L4sCK97dkZOL4T3k43Z9MUX8gOAqM+wq2PU/9ILOytwDk6ifHGxW71+Cx2qPEZTb5sQpye+knPk6HG65qrLKUfsn7hjj6+zDmZFzMd84qIrfoSci7qdPnWGWrZqYWz1duRIVdqv03FfuMy6mS9OiJle64+4OVi5bhP17N7VdmP1REnuXtqpWVkyezRz9o1MkRq7mz4RH7GNnuh/lUeq0oqg7sIrvkY3/90ldNWVA4ynE+bPpm1fGF9o7N+vl3Gui7ffxccBbr1xlHEDN37UNfHtoCC8zi4w6db+J44by1ZvpKUr1hs72Vx6SU8aPmwQFeXn+fZBBtZxA8Jr20GsfaO0/fnrGn7cEYDwuuMWz8UtvGJJ0kdLsunj5dmuajb19iYacqU3witkd/maTdSpYwkdrjza7Cs3Yr/g/RWHjc8U3/aNMVR57LjDWQd3Yn8eTvMFXNbHfGJzcvEjXkj418JldMOoYcYnmnOzc2juX95K+3U6buEVbw1X15yiffsPGhurCykXL1KYa5Xr6+uNb8WLT9zabaxudgpTkq3fkpfdo5n1wlWVRa+8xjNTo/Ob+Olu+sRN4Ov/WEh3TB5vbI6/6OO1aUVQZ+EVsrto2TpDqLKys+JvvIsx4M1/fUTnas8Z2zmJc33L9i+puua08QGchsYm4/PmQwb1j49fmXIz5Ne4YX5dTOzXLsYLMcPrdNxwdVFJyMQ6bjAL78HKbGpqdNfKFi1j1K6NN3s0Y4bXXUy4c0F4FYmawmt+xUU8Yrqkdw/Kzr4gctYvvIjDpXvUr7PwmrOLtefOGUsa/u0H36a+fXoYBD9euYGGDu5vfPdc7HnYpXOHtLOV4sL5ycYcOuHiUZY43hUDG6nUsp9m4mM+U3jFV3Re+du/6NSZs3TLxFHUu3tX26/TcV+4FLtYs+xCasULfaYkX3FZX9d7NLNeuDJEeNPd9BnnwaoN1LtnqSG8YoeRdCKos/CKZThC3oXAtituTTMeuNNYsiCemCxZsd74rPnOXXvP31SeO0fdunSi3WX7qW2b8y9kQnjlzvqM3d2FUXjFtfMf/8imz10+HZ1+dxP1tmxniDW8cn04DKkhvIpRsgqvmN3ctG2n8cb9ZX17GSUnfuFl+870j/p1Fl4TlZg1FV94EzMN4gIvPgPZoqiANn/2JWVnZ9PQK/qTWN+XbtaBexYv8THf9LsmGZ9mNn/MC/XwoYNo82c7036dTmfhVeyuzbJDeO1pjh3TRBPGXdiWLN1NXzLhTSeCOguvSUZ8wlXMIPbuUUriwzZi66avyg7QocqjVHuunm647ipjp5EBl/Y2PmkuXrSC8Mo/tYLwyjML0wuNmOG1H2v9SAHhVaRsXdKwY1cZrf1kK0371k3G43Pxk/iFl5zcnLSP+sMgvIrIjOzcwmvWyXzMJ7b4Ensrik8wf7LxM+Mzk+KlsAmjr6V1G7el/TodhNc+won7aWbKY+vEm76R11wZF8GmpibjYyk9u3Wh0SOG0satO9KKYBiE174n2KfIlL6BccO+L1w0bjDP8Or6URIIr33f8CMFhFeRcuIaXiG9YocFMeMhfhK/8NKvTw8qKsxP+YIBhNdZQBK/puUsl7NUuHDZc8p04bUnZJ8CwmvPKEyzeBg37OMJ4ZWfycZLa/b9ymkKCK9TUinSmcIrXkyqOnGSvtp3gG4ef138xaTEL7y0L0n/YhKE11lAwiS8lUeyXO0yJ/pC61ZELVtw7a4uBtsLZWFJg31fS1zSYJ/DeQoIrz2rTBXeGMWoqirb1bghqLZoEaOvN6oxIIttC3ft3U+NDY10ad+exnIz80e8/7Cv4jCdn4wpoIOHjqTdxYZ13MAMr+1JAOG1ReQ4AYTXMarkCTNplwZFVM2ye7WkgaOOnDM1QmrEY7ZDh+Xv7AsLiP7P1EYq7XpeUsX/79yZRUePyZcl8nfrRtSnZ1P8y0asF64MeWmNo3+ZZUB47WlmqvCKvvHm/Bw67HLcuP32RirtcuHmVrw4XVdfR2fOnqOy8oM08prBBnzxjsmSFZ/Q2OuuptWfbKFRI66il15/O+0uNqzjBoTX9iSA8NoicpwAwusYFYRXfAujrt7ddmmCXn5ejLKyLsgb53orhW91XBRYbuF96eUcOlAhL6nimxLfvbeRupVeYKbrlnWZsk5Tcbholl1n4T11OpvOnnXX2uysGJW0b6Ksr78Zmyl9Q9dxwxpFscTu9Jna+C4aBw8fNfYpF2vOP/x4DQ0bcjl9smm7scWceN/kWFW18bEc8UKi+QPhtT8vEp8MYQ2vPTM/UkB4FSln0gxvVXUWLVyYRSdr5OWtTTHRzTc1UUkxv/CKx39ffJlNmza7k/F+/Zpo2NALsyG6Xrh0Xu6SKVJDWULj3C8xsX5AUWfhLSvPor/Pz3E1Ol7aL0ZTJou9wM//ZErf0HXcMIMoxFa8RD121DDKzTkf2+MnTpLYgu664VfS0hUbjI+M2O1iA+G1Py0gvPaMgkgB4VWkHhdeeQe8cGTL9VNrqcmQx0+6Xri07hsZsqTh4OEsWrwkm+rr5AeODh1idPONMcrPP3/C6yy8rFKTIX1D13FD9LX9Bw7TnFfmU5/e3alrp/Y0fOgV9OGytcYnzd9bvIKKW7ei3Nxcun74ENtdbFj7RoZcUzDDKz9eepEDwqtIVQhvXT3R5q3ZdPaMvPXm5MToskuJOnRoMmqitdRkyOCk64VL674BqbEdSRL3WoXw2iKjTF7Dy7UUyp6yXAoIrz0vzPDaMwoiBYRXkboQXtULV2jWaUJ4bXsLt9SEpm9AeH3vG/fd20jdsb7blrs1QeLuLpxf09L1RlkKkIPEEF57SBBee0ZBpIDwKlKH8DoDiJka+dl/vLQmz0z0xkyRGgivs7EHwivPKV0OCK89TwivPaMgUkB4FalDeJ0BhPDKyxuEV54ZhNfdi5tTb2+iIVeKF83OM2eVGsz+2w6SXj4Zih9cbGXj5sf6piV338iQp4ZYw+um4/HngfA6YDp/wTL69dNzjZSTJ46kJx970PhamviB8DoASIS1eNiWLGVHwc2QvIiImyHM8DobezJ9hlf46qat2bS3TL6fCXZXDIzRpf08uhmC8Np2YuzDa4vIcQIIrw2q9Zt20LOz59HzTz1C7Ypb0+9mzzNy/HzGNAiv424G4cU+vKk7C4RXXkQgvPLMMmn2PzRr/yG8tldRCK8tIscJILw2qITg9u7RhaZOusFImSjAmOF11tcgNfIXaCxpkGeWSVKDGV5nY0/Gz/ASkbYfrIHw2nZiCK8tIscJILxpUJ2traPfPDOXRg67PC68u8sq6Fez5tB/znyI+vYqxZIGh10NwisvbxBeeWYQXqzhTTckZcoLjZjhdXhhsiTzsm9gDa98PLzIAeF1ILx3TRlHw4cOMFImCq/43YlTTfS3fzTQ0aPyIcrPJ7rt5mwa2C/XyNzQFKP3P6qnzVvlyxI5xlxPNPraPMr++gWFjZ/X04L33X0ZqldPomnfyqX83PMX0X0VDfTWgiaqqZGvW+s2RLffmk09S8+3s66hieb9s4HK9smXJXJMuiWLrhqYZ2QWa9RWrK+nZSvdtfPKwUS3js+j3JzzgrV9dwP96/0mlx8XILr7jlwqbnWemdZ9Y3sdLVjojv9FfeNAA731HvpGOpodOvD2jcnfyKbLLw3BuIG+YXuScfcNT68pnOMGrinSfcM2AxKkJADhdSC86WZ40bdAAARAAARAAARAAAT0JgDhtYmP3RpevcOL2oEACIAACIAACIAACEB4bfqA3S4N6EIgAAIgAAIgAAIgAAJ6E4DwOohPun14HWRHEhAAARAAARAAARAAgQAJQHgDhI9DgwAIgAAIgAAIgAAIeE8Awus9YxwBBEAABEAABEAABEAgQAIQ3gDh49AgAAIgAAIgAAIgAALeE4DwMjI+Xl1DDz/xnFGi+Slit8VzluW2DsgHAiAAAiAAAiCQnIC4Ts/6w2s086fTqV1xa2DSnACE14MAia3M/vzXBUbJ3//OJPr5jGmuj8JRlinPWz/fk7Iegwde4ljSOcvjLMtsnPmFvHcXr4m3d/LEkfTkYw9SUWG+VCy4yuJsp65lJYK19l3Vc0G1LG5mL7z+Hj18/+1J+5PoM8+/9BZ97+5bHV0ERd24yuNup7iBj/q4wclM9HPxkvO8d5bGx1Nr+TLjrHk+cZana1nc3Djbme6C4UZ4E8cya/lu+ofUBS3DE0N4PeoA4oQzf3799Fzq2rk9zX76UeNzxLI/qmUlOynFSTdmxJXGF+RkT1rO8jjLElzFNnIP/Oypi240zEHmxd8/Ef9qnl0cOMuyY2z3d7u6qsQzmai67RuiLPE1whmPP0uTJoxodrMn6rjgo7VS5wFnWYntNM+rqZNusMPb7O/cgsRdXrrGiBis27TD8c2tl2Ul7nGucg5wliX6xd7yQ/G+K1Mv8wbZ+nVOUTfxIyY+Esu263ic5elalmCgc904hVfEf82G7a4mX+z6Cv5uTwDCa8/IVYrEi6l5Qu+rqJS+2KiWxS2VnOVxlpVs0LQGTwjsG+8sdTTYcJYl6mB30bT7u10n1El4E+XDWnfZCz5nWZzCyzUja/YNzvKS9RVza0W3TzoSYyhu4lXLSoytuLl55o+v06xfPuRoZtxaJ86yVIRXnMczfzuHHvvx3cbkRuJ/y7aRszxdyzLPAS5u3O3kesohrinPPP86TZ96o6uJL7trAP5uTwDCa8/IVYpESTVnC908slAtK3EAEA2yzjqoDsIq5XHWzU4a7f5uDbRdWru/J3Yau8FOxOC1+YvosYfvll52YfJXmZVNlAe3ZSWLp7Vsmb7GWVYqCRS/l53hdTUgBJRJZdxJrDJnWaLsxI/6qMx+cZVl3hhYl6Kp9NnEvLLjhp0wy5Sna1nJhFeFG2c77U5bWf5Y72tH1Nu/Q3g94isGzqNV1fTRyo3GGjjVJQ2qZVlnQMzB5OrBl9L//dObBgGZR/2mYPXu0cWQBdXyuOrGKZWcZZldzMvZSl1meBMvAIk3a7LyYL1AqJQVRuGVuZgmts9cCiJ+73YplVkmZ1mJ9bR+1MfNZIC1PNWyzOUez/37T2jOX96Nz8SpPJVIlHiZp0zJxg3V8qxjkE5lJV5TdKtbKk2QOUftrikeqQiKtRCA8HrQHTheNLMOdhwvwCW+fCUruImYOMvjLCvxZQWz3uY6yWlTxjme0eMsy5zFEI/HEuuQ6jhuu6bMIGx3DNmyEpeCJHs64XZZiUpZnMJr9qVkL3O5lTZz9jRVPJwuH7DWTfUc5yzLrp8F+XeznT1LO8WXO1nbLhtT63hmnegwf9+lU4nUi8yc5elaloi/znXjEF5RhspTjCDPkagcG8LLGElzkBRFYlsyRrARKyrxLV2nMhMWDNaZNlHn/3j8QeMmw+1Nh1gvav64LSudpJply4pNYjz+99V3aOKYYdLr88wL/chhlze7GZO92bDeVHHsrOAHMx36tGjngsVraPrUm3SoDuqgGQHzCcfBw8ea1czteIFdGoILMIQ3OPY4Mgi4IsApIl7MVrpqVAQyuV2HnUps3QhvGDCmuiFyU3fOstwcH3miTcDtrHy0qYS3dRBextg5ERFxOKd3htx3lokXB9VHnlwXG+52MoY0Y4tyO1uZscC+3o7NzS4Dqdb2RVF4E7dFUxEKzrJEv+Uaz5KV5Xas5bymcJTlpAyn1ze7scK8LnQoKVZ+Yuq2rCieg3bco/x3CK+m0VW5ECRrkvkYRTwSFntMdurQjl6c9/5Fe6U6xcF1seFsJ+dsZbJ1fYKN6gDIfdPhNF6y6dzOVprH4WgnZzxFvTLpxoqDf6pYmstKZPsU50w2Z1miHVzjmVmWeO+Ca6yV5exXeuuLsta+0qO0k+O9zq11Tfao321f4yqL80Uz7vHMrzhH6TgQXk2jqSpW1maJsqx7HJoDVb8+3Vx9FpHzYsPZzlShdDNbadZLbCA/c9Yc+vH934qvQ3W7tQzXTYcfA6fMbgqJ3LnayRlPzhsrTqk3y7LKuLjIjx91FRUWFLjeoo5LuDhF0IyBaLP51cNkv3MyJHOWxT2ecY61TlgEkYaTmTmRYN3v1u2MOHdZ5o3y4uUb6If3TvEEtZvrkycVyYBCIbyaBpn7zjLZIFxeUenqqy+cFxvOdqYKpZvZysQBXcyY/fGlf9KsmQ8ZH6+Q/XY6901HsrbqMHD60U6OeKqe9pxSb97AiN07hOiKc1XsA/vs7Hl07dABUm/0c/LnlhrBPHFHFvE7ty9tcpXFOZ6l4u92rFXtp17lT3UDybXjjC47Hfk1uaCyB7tXMY5iuRBexqg6Wd8kDud0jZO4sHPdWVo/NGEOJk7rkQwR18XGjztoN7OVyS72ZpvdfC3PjwuhGxE0+YtPAYu3kFVnF/1qp+xaWc4bK06pNGekku03LORX9mkCJ39OEWQcZj0pinM84x5rRYO9XF/sdtmAqFfi0gGVa4o1sNb2ur0hMsvjLMuLzufHU04v6h3GMiG8zFHjWtfkx50lc9NdFZcp7TQvDuKfP58xLX6h4LpAJBMnJwHhnF00j+fFBd9JW+zScN1AckqlWWexD+/ytVuMviH+XcwIirWQTvcstradkz+nCNrFB39PToBzWQlnWZzxSuxnKhLOWRZnG1OVJWJyqLLK0Sfv/ahPlI8B4WWMrhePABmrlzFFcc6GhAmam4Ez2dIN0WY3s4s6s+K+seKUynR1U1nLqFs8OJ+AccdTN1ZmfTivKZxlcfNKdmMljuGm/3OWxdnPUpWl8hVW7jhEvTwIL2OEvV7XxFjVyBbFPYPB+bY7F3TugZNzdpGrjdZydIyBF+30ssxMeWzqZh27H1IjYuvmaQ7nshLOsrzsq2bZ5tcH3XBLrB9nWaJsN/3MD2Y4RnoCEF7mHpLs7tLtCWudRbJe9GXvejlnVkxcOtaNewaD88Uk5m7GVpzus4uZEAO2YH5dkBefKU6so9sxjbutieW5XceerF7Jlqe5rb+KIHEuK+Esi3NnEbdcg8rH2c+CakMmHhfCq2nUrfImqii2bHl0xjSjtm7W9XE2U9e6cc5gePFiknXbHWs8dJUHN32Ge7aMa4sn7nqliqWbuHLekJrnAMdnilPFX0Xe3PQpmTxuXlBNVT6n1HCWJcPDq7RerP33qq5elOumnzk5z6N0LfCCu2qZEF5Vgh7lN08OU3LFFkXPP/WIcTTZN7e5q6hz3bhmMLx4MSlZHNzIg5OBUxxLp8HTbTs5t9Pj4s99PnGWx/2UI1ndVOTN61lBzqUbYqbcHHfbFbdWCpMbQVI6oMeZvVr7z7F8ycn4qNPY6HGoULyFAISXuTtwDujWR5PmW6tiQBBfShNvc8v+JG4ho/ImrM51k+WSKj3ni0l+zCK5aTfnzGe647uVJK9j4LZeblj7kSfV9mucIuhW3rhnBf1YuqEyRnoZ78R3FVSO5bYs7rX/Oi5fciLPqpMLnOemSj/IhLwQXsYocw/oqlUzL35TJ42hl+ctpHcXr4m/9WreSYsN7t3Ic5Trpto2mfy6DnZuZmTthFd271wZjm7T6spftIdrE3+3bLjzcc4K+rF0Q/AXP1Mn3cCNQrq8RLlXGbc5yuJe+8+9hCwZYNVz3Sr40gH8OgPXTZrb42d6PggvYw/gHNBTVUvmpDXTPvLDu2jOX96l6VNvpL69SuNFy5TFiMkoyqu6cc6wc7c5WXluthIT5XjdzqjNfKaKZZD8rUuDhg8dYFTR+hTGzYb7fsxIqZwXXLOCfizdcDM+cvM3y5P94l4q4RNrzznKUukDqerGuXzJC7E0y3RzXoo2+3GTxh2XqJUH4WWOKNeALqqletJaTzCxib25sb3ZZLd3rByPwb2omxcz7BxrykzBT/aik5s9GL1oZ+Jp4OZin66d4m9u181xxCBVn9WBv1VyZXdgcTp8cc3YmzdaHUqKjXcKZNa2cs4K+rF0w+2jfq6PD1ljyzErax33H/jZU/HiVWaLnfY/J+m4li95IZbWpy1LVm6kNRu2S38owo+bNCecMzkNhJcx+tzAUOpxAAAdWUlEQVQD+m+emUuqb1tbZwKTNdWthCQrS/aiyl037hn2xAueVTSDfMzJ3U7Omed0M6ljRlxJ5kym09NO13V9XJ8CTuSgOsObiqvbGfvEdf+ifF3XtTrtU8lu7jhvRpO9VOz2BjLd+bRu0w7pm45U57psWU5msjmvLTKx5RTLZDv/iLoIAZaVXj9u0mQ4ZWJaCK+mUec8af1qotuLKmf9uGbYE9eUmXVUfWFn6+d7LmqumwsDZzu5Lvbp4uimb3ixro/rxU0u/umYca7hdSNciVLj1eyz2/M/1Q2zm/PJbR0S8+HjQ1wk3ZfDKZbiHFiweA1Nn3rTRRVatmaz8dRK5imH+1YhJwcBCC8HRQ/K4DxpPahe0iLdXFQ568Y5w84tvOlmamRnPjnbyck/XVlutnhKJbzlFZWOZ1e8eHEzjPzdrlW2xtR6s+DmMTjHUiizPqnE0q/+nO44nB8f0qE9ftaB64bUzzrLHotjiZbsMZH+PAEIL2NP4BzQGatlvCBmt1E+x6wIx0WVs92qZVnXlJllJfudynHczHyqHM/rvOn6mptH4arr+sybMB1f3PQiFpxrlRPrZ71Qu31xJ1mbZZdCiTKCvrn2InapyuR+QZVDuLivddabBPNJgtudhMy69Szt1GydrUqf4WAm4qvjEi0/+3LQx4Lw+hABtwO6rl/m4r6ocg/oiSFVGei87h5uZj69qBPXgJ6qbkFt8eTFy5Fe8NexzMSZSjc3LE7a5eamL9UTMCfHS5bG6zHIbb2s7w2MH3UViZ0MxOy6+CCGm90WvBYuN9e6dDcwbsZuM89dU8bRzFlz6Mf3f8vYWs5NWZyS6sUSLbf9KlPzQXh9iLybAT1VtdwOKD4009UhuAd01Z0tzEY4mRUXaZ3OjHPOfHLPrvjxcp7bi42rTpWQyYuXI3W9GeXgZZaR7NG8+Bv3Wl63fUPEdfHyDfTDe6coNZtzDHIybjgdM5KJoHnjKORX9oubfgiXyrVOjN1iuZL1hWA3Owkl9ifB7I8v/ZNmzXyI3nhnKc386XTH6245mXEs0VLq6MiMJQ1+9AG3A3qqmYjX5i+ixx6+m4oK8/2o/kXH4BzUkw1O4oBuBnQvtqNJbDz3DQfnzKebuiUOwmZ73b6cl6pDut3iSZTn9ewz10nkhj/XsRPL8YqZeUMpI212bXSzFIrzpo9zDLJrq5u/c70g6Ydwub3WObmmOJ1gSFYH89qwr6JSamcLbmaqS7Tc9B/kuUAAM7w+9AY3A3qqarkVER3faDbbyDmge70lkMoMRrKYur1AcN0McQsv93IXP2afuYYA7r7htl5eP7Z2Wy/uvuG2HsnycY1BnHUSZaUTQTcz7V4LF+e1jpul2/K8Zua2XsgnTwDCK88sZQ5dB3Sd32jmHND92NmCU1BFR1KZ+UzsiG7r5sfLeW5OM24Zd1MHmTxu+cscwy4t5yNYcSxd17bacZD5O+cYlOnM3HzIRSZWSAsCKgQgvCr0PMzr5BGP08eKOlyIPUTla9FuZzD8uBlyWzdfAUocjFt4vZY3HfhzPoI1++y0KeOMJUaqL0yZoefceoqzLImuaTvpwc2Mo26ZVoZXy3pUOerWZ1XbE6b8EN4wRctlXbnfaNZ1FoP7JsGPDzK4CakX8sx5ceAUS67ZZ05584K/m36QKg/XI1juta0cW095sa8yJ3tuZk7GNFF/J5Mf6cpykp+TU6qyuMYhr5f1uPkoDEf/9yMGUT4GhJcxuk4Gp6AGFq43mgUuP+TB6SDOGL6MLYrz4sDZNzgDwi0inHXTuSzOta2pnjTJPIEy03Luq8wtgpzMrH3DzY4FTvqWLi9bco1DHMt6zD7x6Ixp8c+hW2dm3exDzdH/ncQTaVITgPBq3Du4Zsq4B3Q/5EGXQVjj7sFSNY6Lg7UiXvQNrlkfr0SEJRAaFsK9tlU0UXXrKT/3VXYzBnnBzOwa5g4ZbmQrXffS4WVLznGIc1mPVXLdvCSYyF21/2s4TISqShBeTcOl60yZdfBdvnYL/XzGtPhFrEdpJ2Ofwycfe1B5yzS3gzDXTYIX3YK7bhxrwTgvDl70Dc5Zn1R757q9kHHw5+5n3De3nPVz8gTMyZMd7n2VU7XR7RjEycwsy/oIfcnKjY4/re2kLjIz7E7Kc5OGexziWtZjbQvHDK/dF0+d9H83fJHnPAEIL3NP4JIazpky7ougl7MYZjjcbL+m800CZ92414JxXhw4+wbnrA/nac7Nn7NuqcpyM1vpR710PoYOImj2NcHJOpEgBHjNhu0skws6vGwp2sc5Dnndr9ys4fW6TijfngCE156R4xScUiMO6vUjWDHAjBlxZXyNkuOGapqQ8yaBu4mcdcuUtWDcsz5cMQ0jf87Zyky52OsggqKvLVi8hqZPvemi7rtszWbjZbV2xa0dde1UN6PYSswRPiSKAAEIL2MQuaWG+xFsYlM5L4JuMTp5zCnzop/XNwlu28l9A5Mpa8G4Zn24n3KEjb/MExOTFecLOyrnTaq8nE/TdN2RxQtuUS+T+1yPOq9Mah+ElznaOgtXYlNFXZ+dPU/qU4vMuFiL436cbrfeSkbE/a6bACtTP9ZAhKgwN4/6ndykRYE/9ws7nN2C+2kaZ91QljwBPyTVzbku3xLk0JkAhJcxOpxSw1ittJ+n/I/HH6Spk27gPFwkyxKPcfeWHzJe0hM/Oqzv0xG0Hxcuznbr8JSDsz1eybjqCzucbUx2/onzU/yID2Qk+7w49/HDWJ6TvqHbTTKnpEbtXA9jHwy6zhDeoCMQ4PHNi0TQwsv1aNJLlBBeNbqcFy61mjTPLfOon/O4YS5LlzW8XE/TwiiCYe4/MnXnlFSc6zLko5kWwhvNuDpqlQ6zlGF4NGnuA/v970yKz/DKDp5hm/l01IEkEnFeuCQOi6QRJaDr07SI4g6sWTpco7gajxsrLpLuy4HwumcX+pziMeW6TTtcreHlmpXlfNHPi4CYjJ7795/QnL+8S9On3kh9e5VS4oyv22PrOvPptj2p8ul64dJltpKTN9e5yVknlOWOALckha1v6LBThrvI2ecSTyi49q23PxpSCAIQ3gzoB9zb0XDPynI9muQMpdnGnqWd4ntdWjlyrXXLlJnPoC5cYdlxgKvvcp+bXPXSvZywiKDK0iqd+wbnNcrJTYLoj1xjuJu+7cW1xE09Mi0PhDfTIs7QXs5ZWV0fTYp6pdr/kgFhvAjZpRGcx/aiLM4LF2f9dN5xgLOdnOcmZ724y+KUGp1FMJGbqvBaX+jDi37cvdJZeeYSOfOFcfNma9bMhyKzJ74zEv6ngvD6zzwSR9RxVjYSYNEIzwnotuMAd4NxbsoRDctNAse7BOgbcn2DM7X51bxPt31Js59+1FgaZ/6Yfxs57HLsmsQJPaEsCK+HcKNatK6zsl7wNi8yZtkv/v4JV3fhnDNSXrTT6zJ1XSura73cxiOTzk23jJLl010EOd4lyKS+oeMSFSdPDV+b/yFNmjjS8dfzOM+BTCgLwpsJUUYbXREwZwLFoyexB2+nDu3oxXnv06QJI+K7Nbgp2HpxdZNfxzyZtlZWxxigTu4I6CyCfr1L4I6cnrnCtERFT4LRrRWEN7qxRcsUCIhBc+Zv59BjP77bePQk5HfMiCupX59uyhvbC+F94GdP0eSJI+MvxClUVausmbJWVivoqExkCTiZFYxs4102LCxLVFw2D9kUCEB4FeBlatZ0MyJBvvnKGY9UwlteUUlrNmx3LarWR+hLVm5UKouzvV6UFfW1sl4wUy0zE85NVUbIH30Cui9RiX4E9GwhhFfPuISyVlHbU1YIm/gRnxM25c2t0JsvJYjynnzsQSoqzDfKFgKsItBh6ShRWysbFu5mPaN2boaNv2p9ud4lUK1HGPLrukTFyXscbq8vYYiLDnWE8OoQhYjUIVP2lHUTrnSPJpet2WzsCdmuuLWbopEHBGwJ4Ny0RaRtAq/eJdC2wagYCHhEAMLrEdhMLDZx7VQmMkCbQUBHAjg3dYyKfZ28fJfA/uhIAQLRIgDhjVY8A21NUF/T4mw0Hjtx0kRZuhCIwrmpC0s/6+HVuwR+tsHvY+m6jl3XevkdnyCPB+ENkn5Ij63r17S4cZo7MwwfOiBetFhL16O0k6u9eLnrh/JAIJFAppybmRR5zncJMolbYlt1Xceua72i2FcgvFGMKtqkTCDVI2A8GlZGiwJAAARAwHcCuq5j17VevgfIhwNCeH2AjEOEj4C5q0KXTiXNPjKB3QbCF0vUGARAAAR0nazQtV5R7DEQ3ihG1ac2WfdZFYcUXySbOukGn47uz2ES24htY/zhjqOoEciEc1ONkN658S4Bf3x0Xceua734IxB8iRDe4GMQuhqYs5/vLl5DL/7+CWM9q7lP5Pe/M0nps7uhg4EKg4BGBHBuahQMpqrgXQI5kLquY9e1XnJ0w50awhvu+AVSe6xvDQQ7DgoCtgRwbtoiClUCxDNU4UJlNScA4dU8QLpWT3y6UXxm17qEwfo5R13rjXqBQNQJ4NyMToTxLkF0YomWBE8Awht8DEJXAyfry0Sjwr7eVbw9O+PxZ+ng4WPNYhT2doWuw6HCjglkyrnpGEhEEuJdAvlA6rqOXdd6yRMOXw4Ib/hihhr7QCDVzIoPh8YhQAAEQAAEXBLQbR27qM8zz79OUyeNoZfnLSS8++IysAzZILwMEFFE9Ahgq5joxRQtAgEQiD4B3dY9m/V55Id30Zy/vEvTp95IfXuVxgOBa41/fRLC6x9rHClEBMy78sTBKURNQFUzlID1y1zm7ikChbmjSoZiQbMziIBO69jNGeeRwy43vtK5fO2WZjsZ4d0X/zomhNc/1jhSyAiINbyLl2+gH947JWQ1R3UzlYB1tkgwePiJ5+jRGdMMHG+8s5SefOxBKirMz1Q8oWw33iWQC5uO69hTxdBsGd4LkYux29QQXrfkkC/SBNINmhicIh36UDfO7Lem5D47ex49/9QjRptm/eE1mvnT6dSuuHWo25hJlce7BJkUbbTVawIQXq8Jo3wQAAEQ8JGAeET6wM+eMo5ofv1QLG3YW34IH4XxMQ4ch8L6Tg6KKAMEzhOA8KIngEASAjo+FkOgQAAEMosA3iWIXryxLVlwMYXwBsc+tEd2IoNReOyPT3qGtoui4iAQGQJ4lyAaodRtu7RoUJVrBYRXjhdSpyAgHpmKH+uX18IMS7etbcLMEnUHARBwRwDvErjjpmMuXFOCjwqEN/gYRKIGURNefNIzEt0SjQABEAABbQjotF2aNlB8rAiE10fYUT5U1IRXxMr6CMqMXRSWakS5H6JtIBAlAk6Wj4n2YlzSP+qIZfAxgvAGH4NI1CCKwhuJwKARIAACoSaAdwlCHT5UXiMCEF6NghHmqkB4wxw91B0EQEBHAlj3qWNUUKewEoDwhjVyAdbbyaMZPGILMEA4NAiAQCQI4F2CSIQRjdCEAIRXk0CgGnoRcCL1osYQe73ihtqAQNQI4F2CaEVUPA399dNz440yPw4TrVbq2RoIr55xQa1AAARAAARAAAQiRECsx163aYfxuW/xiW98Otrf4EJ4/eUdqaMl3qm++PsnaPjQAZFqIxoDAiAAAiAAAqoEsB5blaB6fgivOsOMLMH8PKJ4HLO3/BD9/+3dX4hc1R0H8POUPw8iUVl1rU01PkTBkhLUQImkpg9lJRQCbg15qI3EJVKCSdiQtRQJUjckpIoPhnUxTYupdoVACQkKCkFfEoMQFDQPjTUNXWNAS+mD4lM5o3fcnezEuZOZ2Tn3fOap3dx7z/l9flf47t1zzwzcsCQcmno9DD1wX9g+Mpy8SStLGixnSL7NCiBAgEBPBIqnuXGw3aObwuJFC+pPeGf+rCeTyXQQgTfTxl9N2TEMjj0zGUYffzgsWzoYim1z7rjtljD+/OEwtnVj7c81PgQIECDQvkArv3jHq/vlu33jXp4513rsB9euqgfgXs4lx7EE3hy7fpU1Nwu8F6YvhZPvfeg/3qv0dToBAgQIECDQWQGBt7Oe2VwtPtWNn7h8oVjeUMWnDNYpZ3NLK5QAAQIEKiwg8Fa4uUq7OoHGN2qLPy8Or1sT1g/df3UXdzYBAgS+R6CVJQ1VfNBQxRvjSr3Uw950XODtjbNREhNoXLZRTP/c+emw74VXw/iTm61TTqynpkuAAIF+E5jrq6P7bY5VmY/AW5VO9rCOHH5TFXh7eEMZigABApkKxIcoh4+8GUa3PFzbucGnewICb/dss7vyiy8fDWtXr6zt3FCFz8x1ykU9c/2sCrWqgQABAgR6L3D6zNmwf2Kq/mUUvZ9BPiMKvPn0uuuV+k2168QGIEAgQwEvz6bf9Cv9ZdTXC/emvwJvb5yzGMX61izarEgCBHoo4OXZHmLPw1Dxl5n48SJ09/EF3u4bG4EAAQIECJQW8C5BabLkTmj2lcPJFZLAhAXeBJrUb1Ms/jTzw8GBWV8y4T/cfuuU+RAgkLKAwJty91qbe+MT/NbOclQ7AgJvO2qZn1ME24fWrQlj45Ph8V//svbnGIE38xtD+QQIdFzAy7MdJ52XCzZbw3vzjdeHib07KvOy97zgtjiowNsilMO+E2gMtnEN0gt//nsYH9scXjt6Ioxt3WiPWjcMAQIECBAg0DcCAm/ftCKdicz1JPfLr74OT+07GP41fcn2Kum00kwJECBAgEAWAgJvFm1WJAECBAgQIEAgXwGBN9/eq5wAAQIECBAgkIWAwJtFm7tTpM3Qu+PqqgQIECBAgEBnBQTeznpmc7X45vBLrxwP8RtiPrlwMQzcsCQcmno9DD1wX9g+MpyNg0IJECBAgACB/hcQePu/R303w8a9IWP4XX3fj8Mdt90Sxp8/bJeGvuuYCREgQIAAgbwFBN68+99W9c0C74XpS+Hkex/O+jKKtgZwEgECBAgQIECggwICbwcxc7rUzM3Qi+UNd995uy3JcroJ1EqAAAECBBIREHgTaZRpEiBAgAABAgQItCcg8Lbn5iwCBAgQIECAAIFEBATeRBrVj9MsljIUc4s7Nqwfur8fp2pOBAgQIECAQMYCAm/GzS9bevz64H0HXg3rh1aHv0y9EY69dTIcem5XuGfF8lDsyfvohiHbkpWFdTwBAgQIECDQVQGBt6u81bp43J0hbju27bGHwuRfj4WN638eli0drBdZ/PvY1o1hybXXVKt41RAgQIAAAQLJCgi8ybau9xOPT3if2ncwrFp5V7h1cCC8c+r9WU9zT585e9nPej9LIxIgQIAAAQIEZgsIvO6IUgLnzk+HkZ37w6effT7nebYmK8XpYAIECBAgQKAHAgJvD5ANQYAAAQIECBAgMH8CAu/82RuZAAECBAgQIECgBwICbw+QDUGAAAECBAgQIDB/AgLv/NknP3KxFVlRiH14k2+pAggQIECAQCUFBN5KtrX7RcUvnXj3zNlwYM+22hZkxQ4ONw1cZx/e7vMbgQABAgQIECghIPCWwHLoNwLN9tu1D687hAABAgQIEOhHAYG3H7vS53MqnubGae4e3RQWL1pQf8I782d9XobpESBAgAABApkICLyZNLrTZRahN369cPF5cO2qegDu9HiuR4AAAQIECBBoV0DgbVfOeQQIECBAgAABAkkICLxJtMkkCRAgQIAAAQIE2hUQeNuVc95lAo07NyAiQIAAAQIECPSDgMDbD11IdA6nz5wNjzyxpz77RzcM2ZIs0V6aNgECBAgQqLKAwFvl7naptrj92JZdz4Z7VywXcLtk7LIECBAgQIBA5wQE3s5ZZnclT3iza7mCCRAgQIBAkgICb5Jt689JW8Pbn30xKwIECBAgkLuAwJv7HaB+AgQIECBAgEDFBQTeijdYeQQIECBAgACB3AUE3tzvgDbqL15a++Cjj5ueffedt4cDe7aFJdde08YITiFAgAABAgQIdE5A4O2cpSsRIECAAAECBAj0oYDA24dNMSUCBAgQIECAAIHOCQi8nbPM5kpXWtJgKUM2t4FCCRAgQIBAMgICbzKt6v+Jvvjy0bB29cqwbOlg/0/WDAkQIECAAIFsBATebFrd/ULPnZ8Oh4+8GUa3PBwWL1rQ/QGNQIAAAQIECBBoQUDgbQHJIa0JxKUO488fDmNbN9qdoTUyRxEgQIAAAQI9EBB4e4CcyxDxm9YuXvoi7B7d5AlvLk1XJwECBAgQSEBA4E2gSf02xWYvrd184/VhYu8Oa3j7rWHmQ4AAAQIEMhcQeDO/AZRPgAABAgQIEKi6gMBb9Q6rjwABAgQIECCQuYDAm/kN0G75cUeGkZ37w6effR6e3rkp/OynPwmLFi60drddUOcRIECAAAECXRMQeLtGW90LF2t4h9etqQXdsWcmw6MbhsL+ialw74rlYfvIcHWLVxkBAgQIECCQnIDAm1zL5n/CjduPHTn+dm1SMfzalmz++2MGBAgQIECAwGwBgdcd0ZbA6TNnwzun3q89zY3/+8L0pXDr4EB47egJ25K1JeokAgQIECBAoFsCAm+3ZCt83WbbksWSDz23K9yzYnmFq1caAQIECBAgkJqAwJtax8yXAAECBAgQIECglIDAW4rLwQQIECBAgAABAqkJCLypdcx8CRAgQIAAAQIESgkIvKW4HEyAAAECBAgQIJCagMCbWsfMlwABAgQIECBAoJSAwFuKy8EECBAgQIAAAQKpCQi8qXXMfAkQIECAAAECBEoJCLyluBxMgAABAgQIECCQmoDAm1rHzJcAAQIECBAgQKCUgMBbisvBBAgQIECAAAECqQkIvKl1zHwJECBAgAABAgRKCQi8pbgcTIAAAQIECBAgkJqAwJtax8yXAAECBAgQIECglIDAW4rLwQQIECBAgAABAqkJCLypdcx8CRAgQIAAAQIESgkIvKW4HEyAAAECBAgQIJCagMCbWsfMlwCBSgv857//C1t2PRt2jAyHe1Ysr3StiiNAgECvBATeXkkbhwABAi0ICLwtIDmEAAECJQUE3pJgDidAoNoC585Ph5Gd+8Onn31eK/TuO28PB/ZsC0uuvSZ8+dXX4al9B8Oxt05e9m/xB0eOvx1Ovvdh2D26KSxetKB2zOkzZ8P+ianaNRYtXFg7f9XKu8InFy6Gl145XjvmwbWraufEz8zrzxz/H//8d+068cnv2PhkbX67frshHHvr1GVPg2eOGeftQ4AAgdwFBN7c7wD1EyBQFyjC7vjY5vpygjdOvBvuuO0HYfDGG2ph9KaB68L2keHaOTHgTh09UQ/ErQbeGJgPPberNkbxRHd43Zqwfuj++v9vXNIQQ+wjT+yph+MiUP9xYipcvPRFPWQXoXzmPLWYAAECuQsIvLnfAeonQKAuEMNj/BSBdiZNDMO/G58MfxjbHJYtHaz9U+Pyg1YDb3zCG8Nt8Zk5brMlDc2e2jbOa655ajEBAgRyFxB4c78D1E+AQE2geDL60Lo1c74sFgPna0dPzFquEM+LYfVHt95UC7DzEXgbn+g2PvHVXgIECBAIQeB1FxAgQCDhwBubVyyteGZsc3hyfNIOD+5oAgQINAgIvG4JAgQIfCvQD0samj1pvtKLaMUyiA8++njWS3YaS4AAAQLfCAi87gQCBAh8K1C8GFa8UBZ/XOaltXh+3EFhYu+O2jrfIojG6zTu0tBsDW+zl86+b+eFGNbjrg9P79w0a32w5hIgQICAwOseIECAwCyBIvQWPyyzLVk8Jy4v+P3eg7XT47m/+dUvwp/+9nrLgTeeN3NrtGL8YluyYou0xrY1hm1tJUCAAIHvBDzhdTcQIECgAgJzvTBXgbKUQIAAgY4ICLwdYXQRAgQIzJ+Ab2ebP3sjEyCQhoDAm0afzJIAAQJNBRq/AAMVAQIECMwWEHjdEQQIECBAgAABApUWEHgr3V7FESBAgAABAgQICLzuAQIECBAgQIAAgUoLCLyVbq/iCBAgQIAAAQIEBF73AAECBAgQIECAQKUFBN5Kt1dxBAgQIECAAAECAq97gAABAgQIECBAoNICAm+l26s4AgQIECBAgAABgdc9QIAAAQIECBAgUGmB/wMwiaxpW3pwiAAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "\n",
    "df = px.data.gapminder().query(\"continent == 'Europe' and year == 2007 and pop > 2.e6\")\n",
    "fig = px.bar(df, y='pop', x='country', text_auto='.2s',\n",
    "            title=\"Controlled text sizes, positions and angles\")\n",
    "fig.update_traces(textfont_size=12, textangle=0, textposition=\"outside\", cliponaxis=False)\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "constitutional-heather",
   "metadata": {},
   "source": [
    "### Pattern Fills"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "modular-treat",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "df = px.data.medals_long()\n",
    "\n",
    "fig = px.bar(df, x=\"medal\", y=\"count\", color=\"nation\",\n",
    "             pattern_shape=\"nation\", pattern_shape_sequence=[\".\", \"x\", \"+\"])\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "preceding-jaguar",
   "metadata": {},
   "source": [
    "### Facetted subplots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "muslim-mills",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "df = px.data.tips()\n",
    "fig = px.bar(df, x=\"sex\", y=\"total_bill\", color=\"smoker\", barmode=\"group\",\n",
    "             facet_row=\"time\", facet_col=\"day\",\n",
    "             category_orders={\"day\": [\"Thur\", \"Fri\", \"Sat\", \"Sun\"],\n",
    "                              \"time\": [\"Lunch\", \"Dinner\"]})\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "classified-reggae",
   "metadata": {},
   "source": [
    "### Customizing Individual Bar Widths"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "confident-transsexual",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "import numpy as np\n",
    "\n",
    "labels = [\"apples\",\"oranges\",\"pears\",\"bananas\"]\n",
    "widths = np.array([10,20,20,50])\n",
    "\n",
    "data = {\n",
    "    \"South\": [50,80,60,70],\n",
    "    \"North\": [50,20,40,30]\n",
    "}\n",
    "\n",
    "fig = go.Figure()\n",
    "for key in data:\n",
    "    fig.add_trace(go.Bar(\n",
    "        name=key,\n",
    "        y=data[key],\n",
    "        x=np.cumsum(widths)-widths,\n",
    "        width=widths,\n",
    "        offset=0,\n",
    "        customdata=np.transpose([labels, widths*data[key]]),\n",
    "        texttemplate=\"%{y} x %{width} =<br>%{customdata[1]}\",\n",
    "        textposition=\"inside\",\n",
    "        textangle=0,\n",
    "        textfont_color=\"white\",\n",
    "        hovertemplate=\"<br>\".join([\n",
    "            \"label: %{customdata[0]}\",\n",
    "            \"width: %{width}\",\n",
    "            \"height: %{y}\",\n",
    "            \"area: %{customdata[1]}\",\n",
    "        ])\n",
    "    ))\n",
    "\n",
    "fig.update_xaxes(\n",
    "    tickvals=np.cumsum(widths)-widths/2,\n",
    "    ticktext= [\"%s<br>%d\" % (l, w) for l, w in zip(labels, widths)]\n",
    ")\n",
    "\n",
    "fig.update_xaxes(range=[0,100])\n",
    "fig.update_yaxes(range=[0,100])\n",
    "\n",
    "fig.update_layout(\n",
    "    title_text=\"Marimekko Chart\",\n",
    "    barmode=\"stack\",\n",
    "    uniformtext=dict(mode=\"hide\", minsize=10),\n",
    ")\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "utility-charles",
   "metadata": {},
   "source": [
    "### Customizing Individual Bar Base"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "computational-bhutan",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "\n",
    "years = ['2016','2017','2018']\n",
    "\n",
    "fig = go.Figure()\n",
    "fig.add_trace(go.Bar(x=years, y=[500, 600, 700],\n",
    "                base=[-500,-600,-700],\n",
    "                marker_color='crimson',\n",
    "                name='expenses'))\n",
    "fig.add_trace(go.Bar(x=years, y=[300, 400, 700],\n",
    "                base=0,\n",
    "                marker_color='lightslategrey',\n",
    "                name='revenue'\n",
    "                ))\n",
    "\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "secret-litigation",
   "metadata": {},
   "source": [
    "### Colored and Styled Bar Chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "bound-hacker",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "\n",
    "years = [1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003,\n",
    "         2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012]\n",
    "\n",
    "fig = go.Figure()\n",
    "fig.add_trace(go.Bar(x=years,\n",
    "                y=[219, 146, 112, 127, 124, 180, 236, 207, 236, 263,\n",
    "                   350, 430, 474, 526, 488, 537, 500, 439],\n",
    "                name='Rest of world',\n",
    "                marker_color='rgb(55, 83, 109)'\n",
    "                ))\n",
    "fig.add_trace(go.Bar(x=years,\n",
    "                y=[16, 13, 10, 11, 28, 37, 43, 55, 56, 88, 105, 156, 270,\n",
    "                   299, 340, 403, 549, 499],\n",
    "                name='China',\n",
    "                marker_color='rgb(26, 118, 255)'\n",
    "                ))\n",
    "\n",
    "fig.update_layout(\n",
    "    title='US Export of Plastic Scrap',\n",
    "    xaxis_tickfont_size=14,\n",
    "    yaxis=dict(\n",
    "        title='USD (millions)',\n",
    "        titlefont_size=16,\n",
    "        tickfont_size=14,\n",
    "    ),\n",
    "    legend=dict(\n",
    "        x=0,\n",
    "        y=1.0,\n",
    "        bgcolor='rgba(255, 255, 255, 0)',\n",
    "        bordercolor='rgba(255, 255, 255, 0)'\n",
    "    ),\n",
    "    barmode='group',\n",
    "    bargap=0.15, # gap between bars of adjacent location coordinates.\n",
    "    bargroupgap=0.1 # gap between bars of the same location coordinate.\n",
    ")\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "available-realtor",
   "metadata": {},
   "source": [
    "### "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "cleared-lottery",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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wtYT0cUx1M2uGx7QvgXdgMfMrDS8dOVpuuOXO8tZVZ06G08E/O/DVg+UDV//+kG8w5/kXXhyOD/4ahN2zzzxjMuR+5aFvlMvXrytf+trBsv/Bh8rdO28qK5YvG87zfFXBW2ft5cxxvtKgis2oJ/BqgJ6HibUigZfAa/VIdJw+jQrOno8ppvkC+St6+vRECLxbN28ol627aCTw4GR49579wyD74k+Plo/v2Fs+vX3T5InvYNLEqe/6Sy+e/GrCYN4XHnzIPOUl8Ob3dcqKBF6N0fMwsVYk8BJ4rR6JjtOnUUECb74gprWYnoiBd+bXH9auuWAy8O666/6y49ZNw1Pcib9mfs1h4p97vtZA4G2i0+dxDQKvhkaQ0Lw81Zh6lLQaTDUvTzWmHiWtBlPNy1PtMT3RAu8g7G7fsXfye7vKCe8173vvcU+Kj7cfBF5Pp7ZQQ+DV0D0PE2tFTng54bV6JDpOn0YFOY3MF8S0FtM+Bd7BHyo7eOiJad/XHXyHd+pXGqYG3MEp7mDOxHdzl5566rTv8A5Odv/6i39X/vCq3531Hd6pY3P9wTUCbxOdPo9rEHg1NIKE5uWpxtSjpNVgqnl5qjH1KGk1mGpenmqPaZ8C78QfUnvs8DNl6m9pmBp4Z3494Xd+a205cvTnk38YbeoaA+Pj/ZaGwdhcv25s6m90GNTO/G0Qnv2bq4Y/tBYUJPBqgJ6HibUiJ7yc8Fo9Eh2nT6OCnEbmC2Jai2mfAm8TprVcg8Ab3AkCrwZIkNC8PNWYepS0Gkw1L081ph4lrQZTzctT7TFdyMA7Nl7KkSceG/yaA8/LLeOLl5TTzz+vLF2xwlV/IhcReIO7T+DVAD0PE2tFTng54bV6JDpOn0YFOY3MF8S0FtOFDLxNvMcT9RoE3uDOE3g1QIKE5uWpxtSjpNVgqnl5qjH1KGk1mGpenmqPKYHXI1lfDYE3uCcEXg3Q8zCxVuSElxNeq0ei4/RpVJDTyHxBTGsxJfA2sRP51yDwBk0JvBogQULz8lRj6lHSajDVvDzVmHqUtBpMNS9PtceUwOuRrK+GwBvcEwKvBuh5mFgrcsLLCa/VI9Fx+jQqyGlkviCmtZgSeJvYifxrEHiDpgReDZAgoXl5qjH1KGk1mGpenmpMPUpaDaaal6faY0rg9UjWV0PgDe4JgVcD9DxMrBU54eWE1+qR6Dh9GhXkNDJfENNaTAm8TexE/jUIvEFTAq8GSJDQvDzVmHqUtBpMNS9PNaYeJa0GU83LU+0xJfB6JOurIfAG94TAqwF6HibWipzwcsJr9Uh0nD6NCnIamS+IaS2mBN4mdiL/GgTeoCmBVwMkSGhenmpMPUpaDaaal6caU4+SVoOp5uWp9pgSeD2S9dUQeIN7QuDVAD0PE2tFTng54bV6JDpOn0YFOY3MF8S0FlMCbxM7kX8NAm/QlMCrARIkNC9PNaYeJa0GU83LU42pR0mrwVTz8lR7TAm8Hsn6agi8wT0h8GqAnoeJtSInvJzwWj0SHadPo4KcRuYLYlqLKYG3iZ3IvwaBN2hK4NUACRKal6caU4+SVoOp5uWpxtSjpNVgqnl5qj2mBF6PZH01BN7gnhB4NUDPw8RakRNeTnitHomO06dRQU4j8wUxrcWUwNvETuRfg8DrMH35ldfKJ3ftK1/86sFh9adu3liuvvLy4f9P4HUATikhSGhenmpMPUpaDaaal6caU4+SVoOp5uWp9pgSeD2S9dUQeI09mQi76y+9eDLkTp1C4NWa2vMwsVbkhHe6EKZWx+jjmOpm1gxMLSF9HFPdzJrhMSXwWop1jhN4jX154MDD5Qc/fL5s2bxhZCWBV2tsz8PEWpHAS+C1eiQ6Tp9GBWfPxxTTfIH8FT19SuDNd29iRQKvoXzHnv3lnvsOTFadc9bKsuf2reXC1auG/+z5F1+Zc4VF3320nHrnx5rYy05c49WbPlvG37ku9Foxnc6HaaidRk7GFNN8gfwVU/r0e98qp/7XW/NfXEdXfPU/fKaMv+OSOV/92Wcs7ei7O7FfNoF3jv2f+DrDNe97b7ls3UXDysGJ7/4HHyp377yprFi+rIyNj8/ZQT899EhZfPuWE7vLprz7sZvvKG++9LKQB6bT+TANtdPIyZhimi+Qv2JGn/7Tt58uY//84/wX19EVF//qWeVf//qFc776xYsWdfTdndgvm8ArBt6XjhwtN9xyZ9m6ecMwBPOVBu0G8vzrImtFvtIwXQhTq2P0cUx1M2sGppaQPp5h+v1nF5U//4uT9Iv3dMaHP/RGOX/13AdZfKWhm5tP4DX2bfCVhvPOPXvyD6wNAu/2z+wt2z76/uHXGgi8WuNnPKAJvARerev0avpUN7NmYGoJ6eMZpgTe6e4EXr0PuzKDwGvs1COPPlm279g7+b3dwVcaDh56oty2bWM5bekpBF6x0zMe0AReAq/YdnI5fSqTmRMwNYnkggxTAi+BV268jk4g8Do2bhByP3H7vmHl2jUXTH5/d/D3nPA6AKeUZDygCbwEXq3r9Gr6VDezZmBqCenjGaYEXgKv3nndnEHgDe4bgVcDzHhAE3gJvFrX6dX0qW5mzcDUEtLHM0wJvARevfO6OYPAG9w3Aq8GmPGAJvASeLWu06vpU93MmoGpJaSPZ5gSeAm8eud1cwaBN7hvBF4NMOMBTeAl8Gpdp1fTp7qZNQNTS0gfzzAl8BJ49c7r5gwCb3DfCLwaYMYDmsBL4NW6Tq+mT3UzawamlpA+nmFK4CXw6p3XzRkE3uC+EXg1wIwHNIGXwKt1nV5Nn+pm1gxMLSF9PMOUwEvg1TuvmzMIvMF9I/BqgBkPaAIvgVfrOr2aPtXNrBmYWkL6eIYpgZfAq3deN2cQeIP7RuDVADMe0AReAq/WdXo1faqbWTMwtYT08QxTAi+BV++8bs4g8Ab3jcCrAWY8oAm8BF6t6/Rq+lQ3s2Zgagnp4xmmBF4Cr9553ZxB4A3uG4FXA8x4QBN4Cbxa1+nV9KluZs3A1BLSxzNMCbwEXr3zujmDwBvcNwKvBpjxgCbwEni1rtOr6VPdzJqBqSWkj2eYEngJvHrndXMGgTe4bwReDTDjAU3gJfBqXadX06e6mTUDU0tIH88wJfASePXO6+YMAm9w3wi8GmDGA5rAS+DVuk6vpk91M2sGppaQPp5hSuAl8Oqd180ZBN7gvhF4NcCMBzSBl8CrdZ1eTZ/qZtYMTC0hfTzDlMBL4NU7r5szCLzBfSPwaoAZD2gCL4FX6zq9mj7VzawZmFpC+niGKYGXwKt3XjdnEHiD+0bg1QAzHtAEXgKv1nV6NX2qm1kzMLWE9PEMUwIvgVfvvG7OIPAG943AqwFmPKAJvARerev0avpUN7NmYGoJ6eMZpgReAq/eed2cQeAN7huBVwPMeEATeAm8Wtfp1fSpbmbNwNQS0sczTAm8BF6987o5g8Ab3DcCrwaY8YAm8BJ4ta7Tq+lT3cyagaklpI9nmBJ4Cbx653VzBoE3uG8EXg0w4wFN4CXwal2nV9Onupk1A1NLSB/PMCXwEnj1zuvmDAJvcN8IvBpgxgOawEvg1bpOr6ZPdTNrBqaWkD6eYUrgJfDqndfNGQTe4L4ReDXAjAc0gZfAq3WdXk2f6mbWDEwtIX08w5TAS+DVO6+bMwi8wX0j8GqAGQ9oAi+BV+s6vZo+1c2sGZhaQvp4himBl8Crd143ZxB4g/tG4NUAMx7QBF4Cr9Z1ejV9qptZMzC1hPTxDFMCL4FX77xuziDwBveNwKsBZjygCbwEXq3r9Gr6VDezZmBqCenjGaYEXgKv3nndnEHgDe4bgVcDzHhAE3gJvFrX6dX0qW5mzcDUEtLHM0wJvARevfO6OYPAG9w3Aq8GmPGAJvASeLWu06vpU93MmoGpJaSPZ5gSeAm8eud1cwaBN7hvBF4NMOMBTeAl8Gpdp1fTp7qZNQNTS0gfzzAl8BJ49c7r5gwCb3DfCLwaYMYDmsBL4NW6Tq+mT3UzawamlpA+nmFK4CXw6p3XzRkE3uC+EXg1wIwHNIGXwKt1nV5Nn+pm1gxMLSF9PMOUwEvg1TuvmzMIvMF9I/BqgBkPaAIvgVfrOr2aPtXNrBmYWkL6eIYpgZfAq3deN2cQeIP7RuDVADMe0AReAq/WdXo1faqbWTMwtYT08QxTAi+BV++8bs4g8Ab3jcCrAWY8oAm8BF6t6/Rq+lQ3s2Zgagnp4xmmBF4Cr9553ZxB4A3uG4FXA8x4QBN4Cbxa1+nV9KluZs3A1BLSxzNMCbwEXr3zujmDwBvcNwKvBpjxgCbwEni1rtOr6VPdzJqBqSWkj2eYEngJvHrndXMGgdfYt6effa5svnl3+dGPfzJZuXbNBeXunTeVFcuXFQKv1vgZD2gCL4FX6zq9mj7VzawZmFpC+niGKYGXwKt3XjdnEHgdgffjO/aWT2/fVC5cvWpWNYFXa/yMBzSBl8CrdZ1eTZ/qZtYMTC0hfTzDlMBL4NU7r5szCLwE3kY7N+MBTeAl8C5009Kn+cKY1mlK4CXw5ndmnSsSeB2Bd+pXGqZ+nWEwlRNerbH50NO8PNWYepS0Gkw1L081ph4lrSbDlMBL4NW6rrvVBF5x7+7Ys788/8KL5bZtG8tpS08pv3j12Jwr/OJbh8qSz24Vr9Lf8mMf211Ov+TS0BvEdDofpqF2GjkZ0zpNjxz+x7L40EP5L66jK45d+t6yfM3bQq/+sSffKHv3LQ6t0afJmzaOlbUXnTTnWzr91CV9essnzHsh8IpbPfhDbLvuur/suHXT8A+t/fRnr8+5wuuP/0M5eTeBdwLp9a27y8nv+g1RfXo5pjM8MA3106jJ9Gk6ackwfer7Y+V/fT3/tXV1xcvfU8rbzouF1cNPjZV77o2t0VW/Ua/7+uvGypq3z+3x5jed3Ke3fMK8FwKvuNUzAy9fadAAM/4VHN/hnW6OqdaDnmpMPUpaTYYp//p9uvmHP/RGOX/1uLYRM6ox1U1XrTwtZM7kdgQIvIb7Vx76Rnnb+W+Z/A0Ng680DP7asnnD8H8JvFrjZnzoEXgJvFrX6dX0qW5mzcgwJZzp4czaF0x1UwKv1VV1jhN4jX155NEny3U37pysuuqK9ZPf3yXw6k2d8aFH4CXw6p2nzaBPNS9PdYYp4UwPZ9beYKqbEnitrqpznMAb3BdOeDXAjA89Ai+BV+s6vZo+1c2sGRmmhDM9nFn7gqluSuC1uqrOcQJvcF8IvBpgxocegZfAq3WdXk2f6mbWjAxTwpkezqx9wVQ3JfBaXVXnOIE3uC8EXg0w40OPwEvg1bpOr6ZPdTNrRoYp4UwPZ9a+YKqbEnitrqpznMAb3BcCrwaY8aFH4CXwal2nV9Onupk1I8OUcKaHM2tfMNVNCbxWV9U5TuAN7guBVwPM+NAj8BJ4ta7Tq+lT3cyakWFKONPDmbUvmOqmBF6rq+ocJ/AG94XAqwFmfOgReAm8Wtfp1fSpbmbNyDAlnOnhzNoXTHVTAq/VVXWOE3iD+0Lg1QAzPvQIvARerev0avpUN7NmZJgSzvRwZu0LpropgdfqqjrHCbzBfSHwaoAZH3oEXgKv1nV6NX2qm1kzMkwJZ3o4s/YFU92UwGt1VZ3jBN7gvhB4NcCMDz0CL4FX6zq9mj7VzawZGaaEMz2cWfuCqW5K4LW6qs5xAm9wXwi8GmDGhx6Bl8CrdZ1eTZ/qZtaMDFPCmR7OrH3BVDcl8FpdVec4gTe4LwReDTDjQ4/AS+DVuk6vpk91M2tGhinhTA9n1r5gqpsSeK2uqnOcwBvcFwKvBpjxoUfgJfBqXadX06e6mTUjw5Rwpocza18w1U0JvFZX1TlO4A3uC4FXA8z40CPwEni1rtOr6VPdzJqRYUo408OZtS+Y6qYEXqur6hwn8Ab3hcCrAWZ86BF4Cbxa1+nV9KluZs3IMCWc6eHM2hdMdVMCr9VVdY4TeIP7QuDVADM+9Ai8BF6t6/Rq+lQ3s2ZkmBLO9Gn3U5IAACAASURBVHBm7QumuimB1+qqOscJvMF9IfBqgBkfegReAq/WdXo1faqbWTMyTAlnejiz9gVT3ZTAa3VVneME3uC+EHg1wIwPPQIvgVfrOr2aPtXNrBkZpoQzPZxZ+4KpbkrgtbqqznECb3BfCLwaYMaHHoGXwKt1nV5Nn+pm1owMU8KZHs6sfcFUNyXwWl1V5ziBN7gvBF4NMONDj8BL4NW6Tq+mT3Uza0aGKeFMD2fWvmCqmxJ4ra6qc5zAG9wXAq8GmPGhR+Al8Gpdp1fTp7qZNSPDlHCmhzNrXzDVTQm8VlfVOU7gDe4LgVcDzPjQI/ASeLWu06vpU93MmpFhSjjTw5m1L5jqpgReq6vqHCfwBveFwKsBZnzoEXgJvFrX6dX0qW5mzcgwJZzp4czaF0x1UwKv1VV1jhN4g/tC4NUAMz70CLwEXq3r9Gr6VDezZmSYEs70cGbtC6a6KYHX6qo6xwm8wX0h8GqAGR96BF4Cr9Z1ejV9qptZMzJMCWd6OLP2BVPdlMBrdVWd4wTe4L4QeDXAjA89Ai+BV+s6vZo+1c2sGRmmhDM9nFn7gqluSuC1uqrOcQJvcF8IvBpgxocegZfAq3WdXk2f6mbWjAxTwpkezqx9wVQ3JfBaXVXnOIE3uC8EXg0w40OPwEvg1bpOr6ZPdTNrRoYp4UwPZ9a+YKqbEnitrqpznMAb3BcCrwaY8aFH4CXwal2nV9Onupk1I8OUcKaHM2tfMNVNCbxWV9U5TuAN7guBVwPM+NAj8BJ4ta7Tq+lT3cyakWFKONPDmbUvmOqmBF6rq+ocJ/AG94XAqwFmfOgReAm8Wtfp1fSpbmbNyDAlnOnhzNoXTHVTAq/VVXWOE3iD+0Lg1QAzPvQIvARerev0avpUN7NmZJgSzvRwZu0LpropgdfqqjrHCbzBfSHwaoAZH3oEXgKv1nV6NX2qm1kzMkwJZ3o4s/YFU92UwGt1VZ3jBN7gvhB4NcCMDz0CL4FX6zq9mj7VzawZGaaEMz2cWfuCqW5K4LW6qs5xAm9wXwi8GmDGhx6Bl8CrdZ1eTZ/qZtaMDFPCmR7OrH3BVDcl8FpdVec4gVfYl0cefbJcd+POcu+f3FIuW3fRcCaBVwAspWR86BF4Cbxa1+nV9KluZs3IMCWc6eHM2hdMdVMCr9VVdY4TeJ37MhF2B+UEXifaiLKMDz0CL4F3/h3om0mf+pyUqgxTwpkezqw9wlQ3JfBaXVXnOIHXsS9PP/tc2XXX/eXmP7q23Lpjb9m6eQMnvA63USUZH3oEXgLvPNvPPY0+dVO5CzNMCWd6OLM2CFPdlMBrdVWd4wReY18GYffjO/aWT2/fVM5487Jywy13EngDvZzxoUfgJfAGWtA1lT51MUlFGaaEMz2cWZuEqW5K4LW6qs5xAu8c+/LSkaNl+2f2lm0ffX+5cPWqMvj7mYH3n4+8OufOjh1+tJxyx9Y6d7+FV/Xalt1l8Zp1oStjOp0P01A7jZycYvrdx8rJf/af819cR1d8/d//p7L4nWtDr/57z5Sy797FoTX6NHnjdWPlHRfE3hGm0/08pr+6/NQYOrNbESDwzsE+ON3dfPPu8qMf/2RW1cT3eF87Njbnxh395t+Xk3ZtaWVza7zoG9vuKMve/Zuhl4bpdD5MQ+00cnKG6Q8Ov1B+9sLP8l9cR1d805lvKuetOTP06h99/Fj53L5FoTX6NPkjG8fLunctCb0lTKfzeUxPWcIPXaGma2kygVeAH3XCy29pEAD5LQ0alrM6418V8zWR6dgZpvyr4ummH/7QG+X81ePOrh5dhimmoQZyTPb0KV9pcEBWWELgFTaFwCtgHac0I0gQzvLDGab5poQzwln8iTn3Cp5wZr0G+lTvUwKv1VV1jhN4hX0h8ApYBN44lnMFfohwQgllGaYECT1IWFuEKaZWj0THPT9EEHijyu3MJ/AG3flKgwaYESQ4jcw/jcQ035RwRjjTno56tSecWavSp3qfEnitrqpznMAb3BcCrwZI4NW8PNWYepS0mgxTgoQeJKxdwhRTq0ei454fIgi8UeV25hN4g+4EXg0wI0hwGpl/GolpvinhjHCmPR31ak84s1alT/U+JfBaXVXnOIE3uC8EXg2QwKt5eaox9ShpNRmmBAk9SFi7hCmmVo9Exz0/RBB4o8rtzCfwBt0JvBpgRpDgNDL/NBLTfFPCGeFMezrq1Z5wZq1Kn+p9SuC1uqrOcQJvcF8IvBoggVfz8lRj6lHSajJMCRJ6kLB2CVNMrR6Jjnt+iCDwRpXbmU/gDboTeDXAjCDBaWT+aSSm+aaEM8KZ9nTUqz3hzFqVPtX7lMBrdVWd4wTe4L4QeDVAAq/m5anG1KOk1WSYEiT0IGHtEqaYWj0SHff8EEHgjSq3M5/AG3Qn8GqAGUGC08j800hM800JZ4Qz7emoV3vCmbUqfar3KYHX6qo6xwm8wX0h8GqABF7Ny1ONqUdJq8kwJUjoQcLaJUwxtXokOu75IYLAG1VuZz6BN+hO4NUAM4IEp5H5p5GY5psSzghn2tNRr/aEM2tV+lTvUwKv1VV1jhN4g/tC4NUACbyal6caU4+SVpNhSpDQg4S1S5hiavVIdNzzQwSBN6rcznwCb9CdwKsBZgQJTiPzTyMxzTclnBHOtKejXu0JZ9aq9KnepwReq6vqHCfwBveFwKsBEng1L081ph4lrSbDlCChBwlrlzDF1OqR6LjnhwgCb1S5nfkE3qA7gVcDzAgSnEbmn0Zimm9KOCOcaU9HvdoTzqxV6VO9Twm8VlfVOU7gDe4LgVcDJPBqXp5qTD1KWk2GKUFCDxLWLmGKqdUj0XHPDxEE3qhyO/MJvEF3Aq8GmBEkOI3MP43ENN+UcEY4056OerUnnFmr0qd6nxJ4ra6qc5zAG9wXAq8GSODVvDzVmHqUtJoMU4KEHiSsXcIUU6tHouOeHyIIvFHlduYTeIPuBF4NMCNIcBqZfxqJab4p4Yxwpj0d9WpPOLNWpU/1PiXwWl1V5ziBN7gvBF4NkMCreXmqMfUoaTUZpgQJPUhYu4QpplaPRMc9P0QQeKPK7cwn8AbdCbwaYEaQ4DQy/zQS03xTwhnhTHs66tWecGatSp/qfUrgtbqqznECb3BfCLwaIIFX8/JUY+pR0moyTAkSepCwdglTTK0eiY57fogg8EaV25lP4A26E3g1wIwgwWlk/mkkpvmmhDPCmfZ01Ks94cxalT7V+5TAa3VVneME3uC+EHg1QAKv5uWpxtSjpNVkmBIk9CBh7RKmmFo9Eh33/BBB4I0qtzOfwBt0J/BqgBlBgtPI/NNITPNNCWeEM+3pqFd7wpm1Kn2q9ymB1+qqOscJvMF9IfBqgARezctTjalHSavJMCVI6EHC2iVMMbV6JDru+SGCwBtVbmc+gTfoTuDVADOCBKeR+aeRmOabEs4IZ9rTUa/2hDNrVfpU71MCr9VVdY4TeIP7QuDVAAm8mpenGlOPklaTYUqQ0IOEtUuYYmr1SHTc80MEgTeq3M58Am/QncCrAWYECU4j808jMc03JZwRzrSno17tCWfWqvSp3qcEXqur6hwn8Ab3hcCrARJ4NS9PNaYeJa0mw5QgoQcJa5cwxdTqkei454cIAm9UuZ35BN6gO4FXA8wIEpxG5p9GYppvSjgjnGlPR73aE86sVelTvU8JvFZX1TlO4A3uC4FXAyTwal6eakw9SlpNhilBQg8S1i5hiqnVI9Fxzw8RBN6ocjvzCbxBdwKvBpgRJDiNzD+NxDTflHBGONOejnq1J5xZq9Knep8SeK2uqnOcwBvcFwKvBkjg1bw81Zh6lLSaDFOChB4krF3CFFOrR6Ljnh8iCLxR5XbmE3iD7gReDTAjSHAamX8aiWm+KeGMcKY9HfVqTzizVqVP9T4l8FpdVec4gdfYl6effa5svnl3+dGPfzKsvOqK9eW2bRvLaUtPGf49gVdrbAKv5uWpxtSjpNVkmBIk9CBh7RKmmFo9Eh33/BBB4I0qtzOfwGu4P3Dg4XLuqjPLZesuGlbesWf/8H+3bN5A4J1Hz2YECU4j808jMc03JZwRzubxiJSmeMKZtSB9qvcpgdfqqjrHCbzivgwC8MFDT0ye8nLCqwESeDUvTzWmHiWtJsOUIKEHCWuXMMXU6pHouOeHCAJvVLmd+QRewf3lV14rn9y1r5x95hmc8ApuU0szggSnkfmnkZjmmxLOCGfzfEy6p3nCmbUYfar3KYHX6qo6xwm8zn0ZfJXhnvsOzPoO7+vHxuZc4eg3/74s3rXFeZX+l41tu6Mse/dvht4optP5Mkxf/M7hUg5/M7QvvZq85t3ljF9bE3pL33z8WPncvkWhNfo0+SMbx8u737Uk9JYwnc6HaaidRk72mJ68ZHH+hVlxwQUIvCLxzK80/N8jr865wvjhR8spd2wVr9Lf8te27C6L1qwLvUFMp/NlmH7/2bHy4IFYGAltamWT3/fvjpXzz4t9qD31TCn77o2tURlL6OVsvG6svP2C0BIF0+l+mMb6adRsj+m/Wn5q/oVZccEFCLwi8eC3Nuy66/6y49ZNZcXyZfyWBtGPrzSIYI7yDFP+teZ0aP5VsaPxxBJMRTBHOaYOJLHEY8pXGkTUSsoJvMZGfO6/PViueM+l5cLVq4aVg682PP/Ci/yhtXk2cEY44/um0/EzTAm8BN553tLuaZ4gYS1Gn9KnVo9Exz19SuCNKrczn8BruD/y6JPluht3Tlbxe3hjjZoRzgi8BN5YF9qzPR961iqEM8KZ1SPRcfo0Kjh7vseUwJvv3sSKBN6gMr+WTAMk8GpenuoMU8IZ4czTa5EaT5Cw1qdP6VOrR6Ljnj4l8EaV25lP4A26E3g1wIxwxgkvJ7xa1+nVng89a1XCGeHM6pHoOH0aFeSEN1+w3hUJvMG9IfBqgARezctTnWFKOCOceXotUkM4i+iNnotpO6ac8Oa7N7EigTeoTODVADPCGSe8nPBqXadXEyR0M2sGppaQPo6pbmbN8JgSeC3FOscJvMF9IfBqgARezctTnWHKCS8nvJ5ei9R4goS1Pn1Kn1o9Eh339CmBN6rcznwCb9CdwKsBZoQzTng54dW6Tq/2fOhZqxLOCGdWj0TH6dOo4Oz5HlMCb757EysSeIPKBF4NkMCreXmqM0wJZ4QzT69FajxBwlqfPqVPrR6Jjnv6lMAbVW5nPoE36E7g1QAzwhknvJzwal2nV3s+9KxVCWeEM6tHouP0aVSQE958wXpXJPAG94bAqwESeDUvT3WGKeGMcObptUgN4SyiN3oupu2YcsKb797EigTeoDKBVwPMCGec8HLCq3WdXk2Q0M2sGZhaQvo4prqZNcNjSuC1FOscJ/AG94XAqwESeDUvT3WGKSe8nPB6ei1S4wkS1vr0KX1q9Uh03NOnBN6ocjvzCbxBdwKvBpgRzjjh5YRX6zq92vOhZ61KOCOcWT0SHadPo4Kz53tMCbz57k2sSOANKhN4NUACr+blqc4wJZwRzjy9FqnxBAlrffqUPrV6JDru6VMCb1S5nfkE3qA7gVcDzAhnnPBywqt1nV7t+dCzViWcEc6sHomO06dRQU548wXrXZHAG9wbAq8GSODVvDzVGaaEM8KZp9ciNYSziN7ouZi2Y8oJb757EysSeIPKBF4NMCOcccLLCa/WdXo1QUI3s2Zgagnp45jqZtYMjymB11Ksc5zAG9wXAq8GSODVvDzVGaac8HLC6+m1SI0nSFjr06f0qdUj0XFPnxJ4o8rtzCfwBt0JvBpgRjjjhJcTXq3r9GrPh561KuGMcGb1SHScPo0Kzp7vMSXw5rs3sSKBN6hM4NUACbyal6c6w5RwRjjz9FqkxhMkrPXpU/rU6pHouKdPCbxR5XbmE3iD7gReDTAjnHHCywmv1nV6tedDz1qVcEY4s3okOk6fRgU54c0XrHdFAm9wbwi8GiCBV/PyVGeYEs4IZ55ei9QQziJ6o+di2o4pJ7z57k2sSOANKhN4NcCMcMYJLye8Wtfp1QQJ3cyagaklpI9jqptZMzymBF5Lsc5xAm9wXwi8GiCBV/PyVGeYcsLLCa+n1yI1niBhrU+f0qdWj0THPX1K4I0qtzOfwBt0J/BqgBnhjBNeTni1rtOrPR961qqEM8KZ1SPRcfo0Kjh7vseUwJvv3sSKBN6gMoFXAyTwal6e6gxTwhnhzNNrkRpPkLDWp0/pU6tHouOePiXwRpXbmU/gDboTeDXAjHDGCS8nvFrX6dWeDz1rVcIZ4czqkeg4fRoV5IQ3X7DeFQm8wb0h8GqABF7Ny1OdYUo4I5x5ei1SQziL6I2ei2k7ppzw5rs3sSKBN6hM4NUAM8IZJ7yc8Gpdp1cTJHQzawamlpA+jqluZs3wmBJ4LcU6xwm8wX0h8GqABF7Ny1OdYcoJLye8nl6L1HiChLU+fUqfWj0SHff0KYE3qtzOfAJv0J3AqwFmhDNOeDnh1bpOr/Z86FmrEs4IZ1aPRMfp06jg7PkeUwJvvnsTKxJ4g8oEXg2QwKt5eaozTAlnhDNPr0VqPEHCWp8+pU+tHomOe/qUwBtVbmc+gTfoTuDVADPCGSe8nPBqXadXez70rFUJZ4Qzq0ei4/RpVJAT3nzBelck8Ab3hsCrARJ4NS9PdYYp4Yxw5um1SA3hLKI3ei6m7Zhywpvv3sSKBN6gMoFXA8wIZ5zwcsKrdZ1eTZDQzawZmFpC+jimupk1w2NK4LUU6xwn8Br78sijT5brbtw5WXXVFevLbds2ltOWnjL8ZwRerbEJvJqXpzrDlBNeTng9vRap8QQJa336lD61eiQ67ulTAm9UuZ35BF7D/YEDD5dzV51ZLlt3UXn5ldfKJ3ftK2efeUbZsnkDgXcePZsRzjjh5YR3Hq0nTfF86FkLEs4IZ1aPRMfp06jg7PkeUwJvvnsTKxJ4ReVBAD546InJU15OeDVAAq/m5anOMCWcEc48vRap8QQJa336lD61eiQ67ulTAm9UuZ35BF7R/Y49+4czOOEV4X5ZnhHOOOHlhHd+3eef5fnQs1YjnBHOrB6JjtOnUUFOePMF612RwCvszeD7vLv37C9377yprFi+bDjzpz97fc4VXn/8H8rJu7cKV+l36etbd5eT3/UboTf5+ncfKyf95X8JrdGnyW984D+Wk9+5NvSWDj81Vu65d3FojT5Nvv66sbLm7TEPTKd3BKb5dwim7Zi++U0n51+YFRdcgMDrJB6E3e079pY9t28tF65eNTnrF68em3OFX3zrUFnyWQLvBNKxj+0up19yqVN9dNn/efLH5Sc//HlojT5NXvmWXylvWXNW6C099uQbZe++WMALvYDKJm/aOFbWXnRS6FVhOp0P01A7jZyMaTump5+6JP/CrLjgAgReB/Hxwu5gKt/hdQBOKcn4SgP/qni6Of9aU+tBTzWmHiWtBlPNy1ONqUdJq/GY8h1ezbSWagKvsROjvsYwdQqBV2tlAq/m5an2PKCtdfghgh8irB6JjtOnUcHZ8zFtx5TAm+/exIoEXkN58IfU7rnvwLSqc85aOfnVBgKv1qYEXs3LU82HnkdJq8FU8/JUY+pR0mow1bw81R5TAq9Hsr4aAm9wTwi8GiCBV/PyVHse0NY6nPBywmv1SHScPo0KcsKbLzg/UwJvEzuRfw0Cb9CUwKsBEng1L081QcKjpNVgqnl5qjH1KGk1mGpenmqPKYHXI1lfDYE3uCcEXg2QwKt5eao9D2hrHU54OeG1eiQ6Tp9GBed3GmldlXtfv/cJvFZX1TlO4A3uC4FXAyTwal6eaoKER0mrwVTz8lRj6lHSajDVvDzVHlMCr0eyvhoCb3BPCLwaIIFX8/JUex7Q1jqc8uinPJhaAphqQno1975uZs3wmBJ4LcU6xwm8wX0h8GqABF7Ny1PteUBb6xB4CWdWj0TH6dOo4Oz5mLZjSuDNd29iRQJvUJnAqwESeDUvTzUfeh4lrQZTzctTjalHSavBVPPyVHtMCbweyfpqCLzBPSHwaoAEXs3LU+15QFvrcMLLCa/VI9Fx+jQqyAlvvuD8TAm8TexE/jUIvEFTAq8GSODVvDzVBAmPklaDqeblqcbUo6TVYKp5eao9pgRej2R9NQTe4J4QeDVAAq/m5an2PKCtdTjh5YTX6pHoOH0aFZzfaaR1Ve59/d4n8FpdVec4gTe4LwReDZDAq3l5qgkSHiWtBlPNy1ONqUdJq8FU8/JUe0wJvB7J+moIvME9IfBqgARezctT7XlAW+twyqOf8mBqCWCqCenV3Pu6mTXDY0rgtRTrHCfwBveFwKsBEng1L0+15wFtrUPgJZxZPRIdp0+jgrPnY9qOKYE3372JFQm8QWUCrwZI4NW8PNV86HmUtBpMNS9PNaYeJa0GU83LU+0xJfB6JOurIfAG94TAqwESeDUvT7XnAW2twwkvJ7xWj0TH6dOoICe8+YLzMyXwNrET+dcg8AZNCbwaIIFX8/JUEyQ8SloNppqXpxpTj5JWg6nm5an2mBJ4PZL11RB4g3tC4NUACbyal6fa84C21uGElxNeq0ei4/RpVHB+p5HWVbn39XufwGt1VZ3jBN7gvhB4NUACr+blqSZIeJS0Gkw1L081ph4lrQZTzctT7TEl8Hok66sh8Ab3hMCrARJ4NS9PtecBba3DKY9+yoOpJYCpJqRXc+/rZtYMjymB11Ksc5zAG9wXAq8GSODVvDzVnge0tQ6Bl3Bm9Uh0nD6NCs6ej2k7pgTefPcmViTwBpUJvBoggVfz8lTzoedR0mow1bw81Zh6lLQaTDUvT7XHlMDrkayvhsAb3BMCrwZI4NW8PNWeB7S1Die8nPBaPRIdp0+jgpzw5gvOz5TA28RO5F+DwBs0JfBqgARezctTTZDwKGk1mGpenmpMPUpaDaaal6faY0rg9UjWV0PgDe4JgVcDJPBqXp5qzwPaWocTXk54rR6JjtOnUcH5nUZaV+Xe1+99Aq/VVXWOE3iD+0Lg1QAJvJqXp5og4VHSajDVvDzVmHqUtBpMNS9PtceUwOuRrK+GwBvcEwKvBkjg1bw81Z4HtLUOpzz6KQ+mlgCmmpBezb2vm1kzPKYEXkuxznECb3BfCLwaIIFX8/JUex7Q1joEXsKZ1SPRcfo0Kjh7PqbtmBJ4892bWJHAG1Qm8GqABF7Ny1PNh55HSavBVPPyVGPqUdJqMNW8PNUeUwKvR7K+GgJvcE8IvBoggVfz8lR7HtDWOpzwcsJr9Uh0nD6NCnLCmy84P1MCbxM7kX8NAm/QlMCrARJ4NS9PNUHCo6TVYKp5eaox9ShpNZhqXp5qjymB1yNZXw2BN7gnBF4NkMCreXmqPQ9oax1OeDnhtXokOk6fRgXndxppXZV7X7/3CbxWV9U5TuAN7guBVwMk8GpenmqChEdJq8FU8/JUY+pR0mow1bw81R5TAq9Hsr4aAm9wTwi8GiCBV/PyVHse0NY6nPLopzyYWgKYakJ6Nfe+bmbN8JgSeC3FOscJvMF9IfBqgARezctT7XlAW+sQeAlnVo9Ex+nTqODs+Zi2Y0rgzXdvYkUCb1CZwKsBEng1L081H3oeJa0GU83LU42pR0mrwVTz8lR7TAm8Hsn6agi8zj15+tnnyq677i87bt1UVixfNjmLwOsE/GUZgVfz8lR7HtDWOpzwcsJr9Uh0nD6NCnLCmy84P1MCbxM7kX8NAq9h+tKRo+WGW+4sjx1+pqxdc0G5e+dNBN5AHxJ4A3jHmUqQwDRfIH9F+hTTfIH8FT19SuDNd29iRQKvU5kTXieUUUbgzXGcuornAW1dlRNeTnitHomO06dRwfmdRlpX5d7X730Cr9VVdY4TeJ37QuB1QhF4c6CEVQgSApazFFMnlFCGqYDlLMXUCSWUeUwJvAJoRaUEXudmHC/wjo2Pz7nCc0/8oBx7/kfOq/S/bMnZ55RVF58XeqOHHnu97LlnUWiNPk3efP14uXTtyaG3hOl0PkxD7TRyMqaY5gvkr+jp08WL+PzJl1/4FQm8TuPjBd7nX3xlzhW+/79L+cu/Osl5lf6XfeDaN8r5q2Pv8+kflPLnf4HphOLgROLC2M8QBdPpPYlp7B4dNRtTTPMF8lf09OnZZyzNvzArLrgAgddJPN+vNPD9qNlB4vzVc5+KW1uCKaZWj0THPf9a07oGfUqfWj0SHadPo4Kz53tM+UpDvnsTKxJ4ncoEXieUUeZ5mFhXIkgQJKweiY7Tp1HB+QUJ66rc+9z7Vo9Exz33PoE3qtzOfAKv4T7115JNlF5/7ZVly+YNw7+1fg8vD2ge0At9a3se0NZroE/pU6tHouP0aVSQHyLyBednSuBtYifyr0HgDZoSeDVAPvQ0L081ph4lrQZTzctTjalHSavBVPPyVHtMCbweyfpqCLzBPSHwaoCeh4m1IqeRnEZaPRIdp0+jgvM7ObOuyr3PvW/1SHTcc+8TeKPK7cwn8AbdCbwaoOdhYq3Ihx4felaPRMfp06gggTdfENNaTAm8TexE/jUIvEFTAq8GSJDQvDzVmHqUtBpMNS9PNaYeJa0GU83LU+0xJfB6JOurIfAG94TAqwF6HibWipzwcsJr9Uh0nD6NCnIamS+IaS2mBN4mdiL/GgTeoCmBVwMkSGhenmpMPUpaDaaal6caU4+SVoOp5uWp9pgSeD2S9dUQeIN7QuDVAD0PE2tFTng54bV6JDpOn0YFOY3MF8S0FlMCbxM7kX8NAm/QlMCrARIkNC9PNaYeJa0GU83LU42pR0mrwVTz8lR7TAm8Hsn6agi8wT0h8GqAnoeJtSInvJzwWj0SHadPo4KcRuYLYlqLKYG3iZ3IvwaBN2hK4NUACRKal6caU4+SVoOp5uWpxtSjpNVgqnl5qj2mBF6PZH01BN7gnhB4NUDPw8RakRNeTnitHomO06dRQU4j8wUxrcWUwNvETuRfg8AbNCXwaoAECc3LU42pR0mrn6mTuwAADvNJREFUwVTz8lRj6lHSajDVvDzVHlMCr0eyvhoCb3BPCLwaoOdhYq3ICS8nvFaPRMfp06ggp5H5gpjWYkrgbWIn8q9B4A2aEng1QIKE5uWpxtSjpNVgqnl5qjH1KGk1mGpenmqPKYHXI1lfDYE3uCcEXg3Q8zCxVuSElxNeq0ei4/RpVJDTyHxBTGsxJfA2sRP51yDwBk0JvBogQULz8lRj6lHSajDVvDzVmHqUtBpMNS9PtceUwOuRrK+GwBvcEwKvBuh5mFgrcsLLCa/VI9Fx+jQqyGlkviCmtZgSeJvYifxrEHiDpgReDZAgoXl5qjH1KGk1mGpenmpMPUpaDaaal6faY0rg9UjWV0PgDe4JgVcD9DxMrBU54eWE1+qR6Dh9GhXkNDJfENNaTAm8TexE/jUIvEFTAq8GSJDQvDzVmHqUtBpMNS9PNaYeJa0GU83LU+0xJfB6JOurIfAG94TAqwF6HibWipzwcsJr9Uh0nD6NCnIamS+IaS2mBN4mdiL/GgTeoCmBVwMkSGhenmpMPUpaDaaal6caU4+SVoOp5uWp9pgSeD2S9dUQeIN7QuDVAD0PE2tFTng54bV6JDpOn0YFOY3MF8S0FlMCbxM7kX8NAm/QlMCrARIkNC9PNaYeJa0GU83LU42pR0mrwVTz8lR7TAm8Hsn6agi8wT0h8GqAnoeJtSInvJzwWj0SHadPo4KcRuYLYlqLKYG3iZ3IvwaBN2hK4NUACRKal6caU4+SVoOp5uWpxtSjpNVgqnl5qj2mBF6PZH01BN7gnhB4NUDPw8RakRNeTnitHomO06dRQU4j8wUxrcWUwNvETuRfg8AbNCXwaoAECc3LU42pR0mrwVTz8lRj6lHSajDVvDzVHlMCr0eyvhoCb3BPCLwaoOdhYq3ICS8nvFaPRMfp06ggp5H5gpjWYkrgbWIn8q9B4A2aEng1QIKE5uWpxtSjpNVgqnl5qjH1KGk1mGpenmqPKYHXI1lfDYE3uCcEXg3Q8zCxVuSElxNeq0ei4/RpVJDTyHxBTGsxJfA2sRP51yDwBk0JvBogQULz8lRj6lHSajDVvDzVmHqUtBpMNS9PtceUwOuRrK+GwBvcEwKvBuh5mFgrcsLLCa/VI9Fx+jQqyGlkviCmtZgSeJvYifxrEHiDpgReDZAgoXl5qjH1KGk1mGpenmpMPUpaDaaal6faY0rg9UjWV0PgdezJAwceLp+4fd+w8qor1pfbtm0spy09Zfj3BF4H4JQSz8PEWpETXk54rR6JjtOnUUFOI/MFMa3FlMDbxE7kX4PAa5g+8uiTZfee/eXunTeVFcuXlTv27B/O2LJ5A4F3Hv1IkJgHmjEFU0zzBfJXpE8xzRfIX9HTpwTefPcmViTwGsqDgHveuWeXq6+8fFg5MwBzwqu1qedhYq3ICS8nvFaPRMfp06ggp5H5gpjWYkrgbWIn8q9B4J3D9OVXXiuf3LWvrL/04snA+/Szz5WP79hbPr19U7lw9Sq+0iD2JEFCBHOUY+pAEkswFcEc5Zg6kMQSTEUwR7nHlMDrgKywhMDrCLzXvO+95bJ1Fw0rZwZea0+/+cRr5cBXrKoTZ/zKf1vKuy/+l+8/z/cvTKfLYTrfTjr+PEwxzRfIX5E+rdM0/1WxYoYAgdcReOc64c3YBNZAAAEEEEAAAQQQWDgBAq9hO9d3eP/n//ibMj4+Xj74wQ8u3A6xMgIIVCfw+c9/nnu/ul3hBSGw8ALc+wtvvFBXIPAasnP9lgYaf6HaknURqFuAe7/u/eHVIbBQAtz7CyW78OsSeB3Gx/s9vDS+A48SBHoowL3fw03lLSHgEODedyBVWkLgDWxMzY0/86sYU9/mYOye+w4M/9H11145+TuFAxQnxNRRplN/GJqK8KmbN07+Zo8TAmeeb/J4fTrV9ZyzVpY9t28d/laUWv7i3q9lJ5p5Hdz7+c7c+/mmrDi3AIE30CE1fuhNDQqjQtfM/3BG4O2fMFMt06kQLx05WrZ/Zm/Z9tH3VxXQatusuUxnfo1o5t/X8F6492vYhYV/Ddz7+cbc+/mmrOgTIPD6nEZW1fihN/FCR/30PAgOX3jwoWn/aeTA2z/hps51aj6BMXiY/+CHz3Nq7uyO452cHTz0xGSfqr8K0HnpUBn3foivc5O59/O3jHs/35QVOeFdsB7o2ofeqH/9fu+f3DL5O4YXDKonC1sfepzu6hs9ynTgeMMtd5a3rjpzGHq/9LWD1f0Qwb2v73WXZ3Dv5+8e936+KSsSeBesB7r2oTfqV6xt37G3uu9HLtiGBRe2PvQ43dWBj2c6+OffffqH5evfeKzwHV7NdZQp975mOLOaez/mN2o2936+KSsSeBesB7oeeEf9p5MXDKsHC8/1oVfjv3bvAvnx/rXm1K+FDL6KU9sPZtz7XeiuvNfIvZ9nObES936+KSsSeBesB7r2oTfzBHIi8E79TycvGFYPFrZ+88XgLW7ZvKEH77S5t+A5jZz4isPWzRuq+foN935zPVLDlbj383eBez/flBUJvAvWA1370BucQm6+eXfZsX3TMDjU+KffF2yzEhY+3ocep7vzxz3eKc/+Bx8qd++8qaxYvmzYp5zw+o1HmXLv+/1GVXLvx/y8poNDGe79fGtW/BcBfktDoBNqDLwz/2DazO8/DsLDdTfuHL7rGr8bGdiOBZs6lylfC5kfu9Wng4Ax8buia+xT7v357XvXZnHv5+8Y936+KSv6BAi8PqeRVTV+6AXeDlMRQMApwL3vhKIMgZ4JcO93d0MJvIG9o/EDeExFoMMC3Psd3jxeOgIBAe79AF7LUwm8gQ2g8QN4TEWgwwLc+x3ePF46AgEB7v0AXstTCbyBDaDxA3hMRaDDAtz7Hd48XjoCAQHu/QBey1MJvIENoPEDeExFoMMC3Psd3jxeOgIBAe79AF7LUwm8gQ2g8QN4TEWgwwLc+x3ePF46AgEB7v0AXstTCbyBDaDxA3hMRaDDAtz7Hd48XjoCAQHu/QBey1MJvIENoPEDeExFoMMC3Psd3jxeOgIBAe79AF7LUwm8gQ2g8QN4FU6d+QvRBy/xUzdvLFdfefnw1U79j3ZMvPzrr72S/5xwhXu50C+Je3+hhdtfn+dB+3tQ4yvg3q9xV3yvicDrcxpZReMH8CqcOviAO3joiXLbto3ltKWnlJn/yeCZ/ynml44cLTfccmfZunnD8D/VzF8njgD3fv/3mudB//d4Pu+Qe38+anXMIfAG9oHGD+BVOHXmB9zMQDsz8Fr/WeHBfx73Pf/m1wnDFe519CVx70cF65+f/Tyo/x3zCj0C3PsepTprCLyBfaHxA3gVTh11orPrrvvLjls3lRXLlw2/0rB7z/5y986bhn8/CMTbP7O3bPvo+8uFq1fNekcE3go3Oeklce8nQVa8TPbzoOK3yksTBLj3BazKSgm8gQ2h8QN4FU4d9Z29tWsumAy4o77De85ZK8ue27cSeCvcz4V8Sdz7C6lbx9rZz4M63hWvIirAvR8VbG8+gTdgT+MH8CqcOvNEZ/ASp/6z7zz5zLQT3sH41FPfwd8PvtP72OFnRr67qX8ArsK3z0sSBLj3BayOlkafB4N/C8Rf/RPg3u/unhJ4A3tH4wfwKpw66gNu8AfXJr7W8I/f/6dZgXeurzXwlYYKNznpJXHvJ0FWvEz286Dit8pLEwS49wWsykoJvIENofEDeBVOzT7RIfBWuMlJL4l7Pwmy4mWynwcVv1VemiDAvS9gVVZK4A1sCI0fwKtw6qjv7F11xfrJX1M26ju8U7/jO/MtEXgr3OSkl8S9nwRZ8TLZz4OK3yovTRDg3hewKisl8AY2hMYP4DEVgQ4LcO93ePN46QgEBLj3A3gtTyXwBjaAxg/gMRWBDgtw73d483jpCAQEuPcDeC1PJfAGNoDGD+AxFYEOC3Dvd3jzeOkIBAS49wN4LU8l8AY24Nvf/nYZHx8vl1xySWAVpiKAQNcEuPe7tmO8XgRyBLj3cxzbWIXA24Y610QAAQQQQAABBBBoTIDA2xg1F0IAAQQQQAABBBBoQ4DA24Y610QAAQQQQAABBBBoTIDA2xg1F0IAAQQQQAABBBBoQ4DA24Y610QAAQQQQAABBBBoTIDA2xg1F0IAAQQQQAABBBBoQ4DA24Y610QAAQQQQAABBBBoTIDA2xg1F0IAAQQQQAABBBBoQ4DA24Y610QAAQQQQAABBBBoTIDA2xg1F0IAAQQQQAABBBBoQ4DA24Y610QAAQQQQAABBBBoTIDA2xg1F0IAAQQQQAABBBBoQ4DA24Y610QAAQQQQAABBBBoTIDA2xg1F0IAAQQQQAABBBBoQ4DA24Y610QAAQQQQAABBBBoTIDA2xg1F0IAAQQQQAABBBBoQ4DA24Y610QAAQQQQAABBBBoTIDA2xg1F0IAAQQQQAABBBBoQ4DA24Y610QAAQQQQAABBBBoTIDA2xg1F0IAAQQQQAABBBBoQ4DA24Y610QAAQQQQAABBBBoTIDA2xg1F0IAAQQQQAABBBBoQ4DA24Y610QAAQQQQAABBBBoTIDA2xg1F0IAAQQQQAABBBBoQ4DA24Y610QAAQQQQAABBBBoTIDA2xg1F0IAAQQQQAABBBBoQ4DA24Y610QAAQQQQAABBBBoTIDA2xg1F0IAAQQQQAABBBBoQ4DA24Y610QAAQQQQAABBBBoTIDA2xg1F0IAAQQQQAABBBBoQ4DA24Y610QAAQQQQAABBBBoTIDA2xg1F0IAAQQQQAABBBBoQ4DA24Y610QAAQQQQAABBBBoTIDA2xg1F0IAAQQQQAABBBBoQ4DA24Y610QAAQQQQAABBBBoTIDA2xg1F0IAAQQQQAABBBBoQ4DA24Y610QAAQQQQAABBBBoTIDA2xg1F0IAAQQQQAABBBBoQ4DA24Y610QAAQQQQAABBBBoTIDA2xg1F0IAAQQQQAABBBBoQ4DA24Y610QAAQQQQAABBBBoTIDA2xg1F0IAAQQQQAABBBBoQ4DA24Y610QAAQQQQAABBBBoTIDA2xg1F0IAAQQQQAABBBBoQ4DA24Y610QAAQQQQAABBBBoTIDA2xg1F0IAAQQQQAABBBBoQ+D/A0uN8vSpY3lyAAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "x = [\n",
    "    [\"BB+\", \"BB+\", \"BB+\", \"BB\", \"BB\", \"BB\"],\n",
    "    [16, 17, 18, 16, 17, 18,]\n",
    "]\n",
    "fig = go.Figure()\n",
    "fig.add_bar(x=x,y=[1,2,3,4,5,6])\n",
    "fig.add_bar(x=x,y=[6,5,4,3,2,1])\n",
    "fig.update_layout(barmode=\"relative\")\n",
    "fig.show(renderer=\"png\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
